{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Testing page elements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "square = np.random.randn(100, 100)\n",
    "wide = np.random.randn(100, 1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hiding inputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb25f7145c0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hide input\n",
    "square = np.random.randn(100, 100)\n",
    "wide = np.random.randn(100, 1000)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(square)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(wide)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hiding outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "hide_output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb25f7145c0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Hide input\n",
    "square = np.random.randn(100, 100)\n",
    "wide = np.random.randn(100, 1000)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(square)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(wide)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hiding markdown"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "source": [
    "### This is a hidden markdown cell\n",
    "\n",
    "It should be hidden!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hiding both inputs and outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "hide_input",
     "hide_output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb25f7145c0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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QrSzQJsNgcy/SSr9NS4lkinM8Aw9DahEDVE7iDB1chLEW79c+20gpNu1QHXb4/EqcQWNHIOGNtdrPbjahX4UD2LoZ0tNNFej8VxGNZVq2/GgB3kwsQ/+eIga7cH2MoMVcHlBSB99VHML7ztvxtXOKEVt+Cw6BNoyK3Qy3ZXjmVC36rbqjI1O37xf1WBcKyflvAez2/GtQpbIZWDa+Wp9fc8pwP12vQFN870dxnv/a7utFROQj2wGB/c9Xd+gxUbN6+8ZjIiLy85MImtm2DKFlZx/T2lIQQ5KGDZDKF8/AGp9XD4/EZA+9RZawXmcxnsMV1dA2On+IiKFIscJr6N9gXiteR9cwKKcTaxiuYYcBPJOuXq05ZHdr3Mfl7zwkkf43h8vakt0udpkjZXYl+/wqs/qfPiopnnOcPVqyF66CFXIqjM/inYwZb8N+FK7iubZBn/OzX4MEdMbw3SRDLH1j2NjUGVJEZHQl/l+4Djty62FoEM75kATmOVhn026L5ZUWT08BpFvDP2JXjRdDok9/GlJ1pKNQj6mDQS1UEMq2Yze/rQI+eSVhRETqiLrq2YHdu3QlAmsGz8LSXrgEft7QayWZNuFaHoQ5TNcUrqfim72TWor23kC0FZGFKmxSaSg3PLBfRESOfXxtps3EAtgUIiWMm6cAieerkGDL81IAzcMM07aQjfVxexl4o+wtr2htbHwdvvvYZkrY09tQlyGiKhhFRCRUjQ6KmhnmeR3P3S/j88ENeDZ8jVqbcTkw51AYA3efpqdBISgr0JerRHtfUgO4n4psQ2Ei4nWQyHn5+plT/Xp9JGBhmK1vGGPxTtCXXqmFa0ELxjTvAeAdWr4Hu0SYQU3W4KiplVhThcCMFaBOsJH8C6fdXBt9H9JUttzThnQ++pBE+2zJbhe7zOli/9jtYpc5UmZXjV9Qadb/80ek4CdQrQa2am1DGUkkD+pK0R6oS+PXQYXOOg41z8pnltuLN1m9qHP5DqhjKs7c/I4G1QwCmZpxxylghuLy8kwSKunVY1IqrIp99g8Qwsjw9cmlhNNOWtwgXWhf+nYcF9LUHwefgyHnLfe+lqnbHoZh8dgBQCuVimzSCKNcfAquKyKSsxgGvskJYoTJxlM6Hyp/MKoNN8U5GGhnL0A7wnj27Ha0UUafrEoN6lCuJO8RqN7TjXQltmMMS25vydTt/E/EVg9dSbWdrsOKUhirxvcBYFR8VvsOBzahf/fUTB48BR1VQVIiIpEq0nPxuJB7AM9A4dsASfW7sE7N5zSHijrW7NjRJCIiu/asFhGRhf9Btpg/x5g8o1rOKQOZogxL1uN5Sk9jcOV7dd3J+fj/9fRQyqCmDJpq/UREgg34ruQQ2o7ehDoGj7F+C7o1sZn0aAdzOTauTxnWcOsqXHB/i4ZoZwgW0iID//v/SKyjx1bj7WKXuVxmVbLnLS4ztz56t7TurRcRkVi1hcjvEHbRMbpRyufNlFTRi3BpuC2EjbEiSNw0WVpz2maS89Vd35Gpe4G7vwrsUEAYN1lWEmRETRVrJpasi7i2h0SW294PIIaXKJdL09AcTndUvWGutywlKOWZdbjOGkjk2vyJTJ32lwGJdK7DZ6FeQjhpY1u4HBKs7ZgGXRg1MBZ9YPkBERF54mvXiYjIFR+AJDv0ozWZuvEtkBKpVkiZAN068Xwafeopjcq0Aar0cUjPYAVdhw4yvlwF6W8YFsOQch2maZw6i7bRUkzAW4M2jmOaxDNGQ5+6i4l8RZyJF3eBdpcmyLZbV4VnofckINRmNSSjx5t4w5gUi3C2F/dxYBTPjcEw3uuvQTju7me1UdJPQ27Kh1Hlt+L+9l2JNZj/pNZ8Jv831mqoBUZToxRjUazCqX6sQcnxTBOZqsf6bLsD1z7xdWgbo2s5aYsczr3IUOutuHeFP4cWHCpHHwnaGz2WgKf0DjxbqZRDOv7iUYm09tmS3S52mctl1uGyDfd/OhOSGrOA+ZevAtC/ZR+knXspxGn6OHZmk8fWuIUowsFd1XUBHcZJKFBSiG0v+QuLy4pglMBWBq08jvOyPoORWMDCoW56FLc8wyV5FHLsAPxT8b2H9xdn2ihtQ4GCcrpmumKs41euHnXuC3SRTfZdUE02roQoPnpZE7P5syCxIh3QApQ77V3Xwxawe6AxU3d9CewGz1xACKvnHN1qNTNtDf5FWttwPwcwSvBanPednGMsQmBRrg7kSe8nuy4hqoF2pTXhvW+Ekn+NFkM+5gwInyZrbTnGUl6NNR3oKNJzLYEUfev80yIi8nw3+OumLqKtu47grLi2abg96E8F1iQmoJ3lnVeMtzMhtyIivkr0Y5yABhJmcItnEHP2LNW+sXhzHseNeWQxIKboatCjD5wkK3LEao/Cq7I3OVahv+Q5XE/x+4voZ7qqGPek7xi0GaWt+hegbWhSw67rqgDqGnuuSlp/+JBEBmzXm13sMqfL78VB9zuX7JSkN05mdpjcfZqI4tIIDtEBAj7qroZF/VIIdYK1DG+c1puWpxcSPTiPiRnOY7cb9+F8FrAEkEQW4Czo2ItzduhavK+swHmn/xLPYCndf9ZlSvR+jGmYyQ+yeUaNJbB88RX6zOsgqMM4g3Ny1nCK40fd+Wt6MnXbj8OOMLQDkmS6FeP3FUMSDkfQR9HLGnwUfAskSv0zeO28FVv+Dw9uxnUtRAg7jyJow0OyinghxqaCQfrfCimSPKaJEFJUUvz7ce3sAbSZuBtjmhrR4bAyT2VewItimfUwa4qsowRr1Wf2SdIquRZwzUg7NtqE++K1hOgmCd09OgbNxvEUWWuvprX8ItdHOwhk5AZ8V17MhB4E1QQ3EkQzTmhvow7V7evH/H2Unt5e1FHekXCHHn/eSmggf9a4T0REvhS+TUREQk+SuCMb4y9o0faozrfgs7oF0Cp7zqDu373zCRER+eu9b8/UNfpxr0MvQ6LnvR32ipE+/A5qaPNpCVrgssw+07E4IWnfr9fUbcluF7vMkfJHObPHeUZxWc41inzS0c1QVm6MijThi/f+QERE/urH79FtGKjiGiXFUTEbUTr7unUAifLjGjyT+9qwM6oMJOpcZQ2LXXY9DtOn9+McnLccu6w6oyvaJ//VWkqMtJKIYhwd+kmVFSLvvZVcIlo+k+jA10/YKaeh7BSlx7SUGNjk5nhp1ebtcy4jV36/9u86C6G9eBiwEy3jWXqIBB70MgRr9DNQcRCTGlrL0M0FuC83NYJAY2fL0kxdD2GxKQXDfZVc/Dl4v+ptCLy5+OiSTJtx/qukZqCVgTckBlFSVUSk4gAl1jvxvqQc0trnou/fg/ld6td4CtdFzDWRi7mmCgkzLcS5PH4I2oHK/iIi4mVevsZr2kVE5OxleFeyAtAS/E9rya4opVTqriISkIycxzNhqFROPfpMXcPgq5FVeOYUUUusAGtQ0qTXX4V25x9A3WmYsOSuGwBt/tFhAEZUai0Rkex+zGVigVMuf9cOhLGLXeZ8sX/sdrHLHCmza6Az4X5I0FAUt6Q8ziUctvpZGDFa30eDGTEuX/j2vXivbVXi7YHKlwgQznoZ79feDPWxqU2rnD7GXEdr0KFKK6x46lOFUA2Tlnjt4+egQ3kUpzlTFckVUCfnF8PlcfpUfaaNYsupeA0qZu/VuK5idDWXazeUm7H5ip9ufCsTXoZ4Wzi2yXF9HIlx/JWVMBSNHIcRLswMrbUvaJXwxn84KCIi34iRd56wyihve2w5rlecr0EjI1PkuCMzjacN9+X0E6tERGTNn7Vn6h6/iHnnke1HGSNHyrGGp4dgZJreqo8rDj/+b/x/MY/We+FCLNuNMTV8TPPtHarH+huErY6Mou7ty+CKe+ogAEu+cp1+K48RZgPX4TpOD97fXItn4tndWAuluouIJGg0PHMe4KVAC8YSqsS8QldpoFXFCxjLhGC9h8qgbhtlWK+s48yU26LnPPpxqPyJE+RTXIz3gT1Y24lGLXOry2AwTo/gPmSRKuH0RhwtlAE2rin05JMf/4WIiPzz2RvE/KkFT/66Ykt2u9hljpRZNdDlLy41r/rGO6XnB3CzKUOOiEjWDXC1TZKj23UQRpHppdxVmdTPN2ABULwuO220CHNp2EQWkfPVme88BGioGOuqf8cOHazC7u18LzSKSFxL0fF+jEEFoijYZMsHoV54RvB51W6983feQgMaDX+KD390NRl1x/X+qgx0BrPIuLu48zMQwxzD2FxB3cY3wp2dsFNlpMxtJv99g97ZFafdF7Y+JSIij7QhY8vkCXLM06jn92gD4FSTBrWIiEgjFvnKOkj0/V3zMl/Fybt21wqkRT48XC8iIsO7wftWcAnXH15lSdm8hq6kHoB3lKvTzXVRXHciIgaNkB9ds1dERFrDkHbn/wEgoXu/BA7+//jaW/WYdkDrKsrB/R4+CO3ir9/9ExER+dudd4mIiKtCu0vTTLRYvALPwMRB8swtgnHS36SNbSEGDykgjsq6o7KyOAj0UVBiEQ308ezF81RwGzgOJn+OdQpZ0NYJgq4UL4IC4vjItzi24nUpukUyAKFEXlr6v/ywxLpsA51d7DKny6xz0NU88KBkE1cSvErvrirooaQU0mb6KM7stc9Dml68D9LUmaelkFvxiSuoK49huXVk/rSARRRXt9IMFL+cg2d0xdBZV6A54s4dqxcR7Sqp3Eu+tHoGiVwJgEPidL6eB10+Km9bziVIPyWJ46UWdxt59QwyhTqKoCG4WzAvBb1VYBUREWM+JEfpT1DHPwhJ2P4xwoEtjL2hCDSFssexdt23qpzWhP0yFXU6ofd8xSr7chvCV9MELimbg3eJho7GYliY3GyCXHZCYyh7B6DPoz/AGVilTxYR8TEFtwoCMRi+mkXpmdo0lanrfxEH00kigFNcU+E5XIUAF5zW52/FxKsk4uQNWK9UH8/S56lJhPRzP7hpZlptk4CfRJBa34TWJlM5ZH1luHBWP14rrgchXuQRSOvhd2omHM8xSP3gAkJsOxhi3EiNMG6RuZxbXTUO6wMTWIMFpXh/bwVy1P3Vs3dnmmTNw5o59uRL6+MPSWTQlux2scucLrNrjU8DVBKjIEwmLDnMyP6aLML+s+I6YCB9N2I33JSFs97eoQWZNiMncdiJkpfN30HrfBXDBAu1td89Rm44wgkVY6wKbQ12AI7Ysc8CHV1GoEcP6ro+goyaoWbAHfOfR5vo1VqaepshQSJZDJJh1ticY5BcuZf1kk9T6sxvwK49+h3AQofX81w4gDFH6rQ2EzgAKTF5HzSQnlGcNw1m14me1+fLipNoN7CRhBG07HrJY+6kNjW5Utsczv0vnIdda5VGQu1iIbwI6aNai2EUqYwtxbr7edxvYc63nEJK0WktRScIqql8Fa9D66B1uIhFCQ1oOG5kI8a/bD7OuJdfhL2g8ALWJ/Q+MrrmZGXaqECd0q+g34ku9OdhaHSUYxzbpm0DjkFoQMqeMH4elRzkI3TWauNQDmHEJXdAkneUoG5rG+ZckyJY6AU9D5Vt1lB2J56/o5PM5FKg72/WBYylfBGkdf8R2BzeuXKniIj80yPItWeFgnuPwxYQuWtc5GnbGm8Xu8z5Mqtn9pyF5ebqf79PevoBWcwv1P7dYDM+czPQJYtc7CmeLyfGsKMW7tdwSt+dsOB7HkLby29XmFfOyRLU4p6AdFu5FfSlzS/hTJq3CRbY0TOwEQTa9HjVWdHbgF02dVYH7oiIuFdCsgQHNERVXafueYarvhsS0juEz+NFWttQHoIkpY93HimJ9uA6IcJYXZbMsgonoLKglq+FtjFNkg/nM1oz8Y0x9PTjkEItvbAyp4PMwVaO65n7dRv/dkB/hzuZuSXCvGf5M4NeRETmIbGrXH4r6ijLejaz54bmUcrkaMnl7Mc4V/E+NB2BppbTway37bqug5zynbdAAgbmcb3PY2zFp+iRyNODUhzyxdWoG38JdoQr3g3f/L7d0FxUnnMRkeqFeAYGTkA6l67Bc9XXAuv/ndsOZ+r+rAm+/YVfh2bQcy3O1C4e0R3XAP+wubIj0+bYv4NQRAVS5VQw7+ARaEkurRjKqnchs+7RHmh5cWpfCu8Qq2dAl0dL8EAOtcdv5UnTnoclOG7TUmgTGV0AACAASURBVNnFLnO6zKpkzyqtMRvv/rSEK+mDPqWv3XeN4iViNlLm8VI7fpxHRUW8JyLiJR+62hlV7jSlHcRK9e63bdUFERHpDkIqDOzHed+/Fue0KP3riq9eRMRHSXtzPdBXP9+zUUR0HrHePQhRbbj2cqbN+CMkmvgT+myZ1VUFoXirtTYTp29WSU0VBFK/jUQerbDsGl7LOYwEk9ZQVhERkwEf/hYd+qgCaSJV6D+L2UVU8EztjR0iIlKVpS3spx5ZKSIiMZ63lSdCeTrSFiuPCiLykDwywQAnRdCRdx6NphZYEvRx2B5avlOKZJP9esb1vOIMFPENM/tp2UyvSzoX88o9Z8niU8L+2E2SWVezWpl1lbzxeS2WDMJsPq0wCsrjw3XytmnYpo92D8fN+Gc6hO+21QOH0PZ3MEp03arlqJM4ieuvBS3V8weBRqxYCC1qdEqf750nc2esh8pjoJ5lVwCaXcriQSnYj3s+uT0ivZ9/RGLt/80sroZh1BiGsdswjPOGYTQbhvFJfl5oGMZLhmFc4mvBf9WXXexilz9e+W3U+KSI/JlpmktEZJOIPGAYxlIR+ZyIvGKaZqOIvML3drGLXf4vLb+zGm8Yxq9E5Gv8226aZr9hGBUissc0zUW/qW1WaY258K4HJbcbKknXrfo7N1MsGW1QaZK1eB84TMbSq8mUaknsqFScgmbFAY/3iWylgmptRqmSCuzizoOho5RBIAEvrtf/s3o9KC5NVIVLLyO3HceQriKYJKQhto4ogRmFULdchEqme+AeMrX2KNk9qJuklljaBPVxugo6XJB06G4LqCZEN2NWGcEihGUmyZqTmtRj8Q25Zow7xuSMDsb/K4Na0Wn9DIwtY0ros/gsUor+Qzx6ZQ3osZTdAsPfRAT3aOwi02CxikrlrGK/RUQqinBkGN0Dl1ImnZXq1qHHUnwQ4x9fjs/mre6dcb2RAbicAs1ajXcRLKPSVxVfBW644QO4ngJgqWOEiA6KUuswAvJXqX8G93CqTh+N8i9hLpfu51oypXLBHtzEqetxX+Z9NdNELt5P5qSLmE9CeQo5hEilPpretwVx6/s/iSPj5J/j+Rwbx++isAD9ry7pzbQ5+Q0cvdxhU87u/KqERv8AoBrDMOpFZI2IHBaRMtM0+0VE+Fr6a9p82DCMY4ZhHEtGQm9WxS52scsslN8aVGMYRo6IPCkinzJNc8ow3nTzeEMxTfNREXlURMRfXmMmcgwZXsXLujWYI0nopYNGH4PuM5UgUbGFJrO1saf0MA0374CbRbGdlh2DxJ38M20MMyaxM/oIsZVC1Om9zHTPDHn0WxSdifWQ/hXPQxL2VzAAhnac+1chhPRHP9Lpf1X4a3gKdReUwZDTcbZeRERyNmtWm/EYGW9oD9r4RfDSXw4BqHH2BShKCmIqIuJiEsWpbEibwr14nSLWKNCph6Jcd46zMPqUboTRcMRD7YhsKrE8656PNqUf7hARkXM95GofViwr+r6vzId0eelZsKd4SOiSRc4+pWlNeTTQZ+QcxJqbwj5wAfOZXov7kX1WG8PGriV7EaX92BMIbFJMvTm8vZFSC2/8JANTeCPj34e70aDdtOAcXbmLdJuyFXC1DSdRN7AQ7rPLH8RYDUMz6hYyu00ONdBQLQ3It+EZLHsMi9B1k1bhimsImkrTrEVXpBnB3Fct0Tftl5chpf0M0FIBQ0IjrdJmXj2rA5Y+9KkXRUTkkcPXSPK135ODzjAMt+CH/kPTNH/Ojwepvgtfh36bvuxiF7v8ccp/eWY3IMIfE5Ex0zQ/Zfn8X0Rk1DTNLxmG8TkRKTRN8zO/qa/cvGpzzZWfkL77INHVOVZEc4X5urCjKahrGd0ToRg+9zyr4ZrjSylByGWneOQUF5172HKWJvdb+Wbk/OptqpjRVvmj4haIbaYtgzXyd0HqJGkTmFyG6wQu6Os4owoIg/eKsywDutDKjCRIQKCCNrKvwX6ZInvtxBTWp/hpLe2i74IEmRggb7wPjU26YoyIlijK9SU3QlKpdMOJKa5lPjSX+Kju/6PbdouIyNP/C9pK7810+YxgjnmtevzKPac0j/HrydvP8a75NLLU7H5aZ19JLSWgJEUIL20ayp7gHNDnb08jAzwOE2REsg1jBHUUYcTauq5Mm/bHAJZa80GAaA71QaQrhljlyo2UWzLbUNH0MtV3cjXG6H8NGpDnJq2NRV8B+Cq8DnP1EJ4crVB56TCmVFA/Ex7ah7L9eJ3owDNcdgjXW/mpU5m6x74Jg4HKjKQYaVXYsBqbFWruobYaK0tJ/5celljnm5/Zfxs1fquIvFdEzhiG0cTPPi8iXxKRJwzD+ICIdInIXb9FX3axi13+SOW//LGbpvmazABJzijX/i4Xy6uelpv/eY98cyfyk6nzlYhIpBg7beU2xL92HwHoZXgcEsx3ClLOGui/bC3ALOcPIkAimcfdNcjQyw5dd9F9oDs61ISd3yyARKnchzFMfwhn7fTZwkwbRTF1+xbsca/sw9lUsbF+4epfiYjI9+dvyrTpHsa5zHMKZzoFBMmuhZQKdmqmUjMfmkHVUxhvzxLs+PU1kCQ3LsWYfxjS/bsJFS1ZQTjxUzj3T2wj4YVFsivwUs6zaJPDr8bXEMTDXGn5hzSo41uTuDfuReQ6r8V5drAHkiWqk99IiCGaxhYYXh3nMP6xZfh+53GcP/N0whmJ8KybYqhv+c8hpYs/0SEiIr17GzJ1R4ohsQJKGyLne04npHP5KqyTsm2IiOTEMefuB/BMbHkE+OcDBwFZVXYEh0blSpK0ZtEKZoJphkSfWojnaW1Ahz23JiDZFQtypAYdOafoDcniIlszC3HOkSj69VIDLdwHjaTlfWWZupEyakuD6K/TgN3bwefIcRl9Wc/fxko8W65LuTOyHL++2HBZu9hljpRZhcsGFpWZG79+j3TtA6lBbJ62ctZ/Hztax3s5HsJCa15kNpbV3Dm9erze5RAZWT/DmW6ECUyz55O84rgG9UXn47xkTKBf3yCzuizH2StFiWiEtLJTsQjnpTDtBalXIfUTytW/Av7r6LgFTsnQ2fyLzKSykPnOeFbNy9GkBhNnICbzybE4zDzn+U3oI8pUdSVN2g/b/Rb0W3iUwSx3wo8c+w5DLB+4lKk78K/I4a28H9l9PFsvU1z55C0/qvf84esY+qmULi53Xj6MEKHzek2rdzErzU0KtkxSjCTDSSvw/cIF/Zk2SRpWlAbkOwZJNc1wYk+fPusq+K2vCmtnnoZW5KSkd2+GLSJySo9JQV+TJBFRYcJeVBVXmOQZV2vjSf5hhkbTFqNEoILcKn53Ea09ltcDZj18Djcp/wIqV94LbfNcb3mmzYJyaCCD09BSlb2lrAYaw2CPHr9Thb3SG+WsxLorEpFUHp8FC1zWGWYQ0TlDLvzyKxIetskr7GKXOV1mVbJ7a2rMqgc/JakAdsfcFr2L5/QyW2gAm9LYWtQJMPumkjSRjRqY4zrH89/rsrqUrMU5s79VZ3Gt3IPXPnAuipv5yHJWYocOkYTRo1mRJLufAR0tkOBtd0Oy1K9j3vRzOMeaHm3Bd5A8UmU/VWOMNvJMndT7a34RJFbiIDQGRXIgS3C9wLNQIcY1I7YkGTSjEICFAez8V5QAzfbiy5a844NYtKlFlAYMMlK0VIXHsbaRUi0IsntJsf02rMt0M/259cyYOqG1GOUj90yS8vpG1mHGVy/pu4207r9oE0JyVT7zkb3wiiRziKuwAB38pHyKkUhUZZFRFFkaqWfJD7cOa5f9MtZu44cQfLLnl1gX93pIU/cz2qszuoXnbhKLFqOJjNyMNQ68pudsEl+SpJkj2IC1Laujx4NaYNCSE08RluYxW+/YVejX1QPviGmxnOUxb13eu0nYcQHrk99MD80S3MMFP9HkG9G/1ajEjm/bGWHsYpc5X+wfu13sMkfKrHLQOZIivmGHKO+QU2siUv1xGJZafko3ikpYqCCXjYTRdmsgjgpgSPBY4CEP2wS55023Vq+n74XKnLsHxhAV95wkuKP4DPoY2GRJCc047dZ7YFBx0Fgy9AwjVBaQK85iVPIye4sC3OT1MDCDwS1K/RYRkZegvse2hK1TFrMHKuA4XVhmlTZkupkSWqnTg2N43ct4fCucOFaIvVyp26mroe553RjbZCMZg3QSFhm5gnM6Th8bOfuSw2SzHdCuvanlNHLRmOS9iHEv3IojxaUpwFuza3W8/E2V4Ab49u7t+I4uMCdV8XCVVuMVP4EKGAoTUpuaIAAnROPnen32UtJLAZ/2Pw71PVHG2PtduP/T8/R13AP6/omIhAm/vqEKxrb9x/TRaHoVM7+cZyYYGiPNH+PImGzA+/qtOlClw8B30/W4jsoPcNX1AP68cnR5pu7Y1ViQiSYcEasOYJwDGzjWMhh4Wz+if7pLPog2oZtNMWbmCp1RbMluF7vMkTK7Brr6arP8rz8hDvKkq9BUEW1c+4fPfFtERB44eI+IiGTlYCcNdcE45h2z7E+qOYVZ1gDmotIjZ60ey1Qtyob0bGvGjulSUqEOO6XiPp/o06AX1xTGmU1Kr9xeSL0gc5kpyKXDwhqj2GvjZYTs5pChlumNg2NaM3GOUaLQWJWiW8fL1M35F/F5+Yc0E87ZXhhs5jPA5lIvQBe+SwR5VOmtPZNtpRhzVLfadRbGK8Va6+/Skk2FDSt4cXQh1sXZx2w1+Rq1UbkLaziyEnWvvRGWrZ1noZIYBDf5LNpArBg3a8eWMyIi8upuAG8KIPAz4b4imm++ZDsgzqMv4d7FCqlJkNVm3q06/1y+B/f54GWAc1LjDE/l3I183A9zwpIamky34RKMc3o+xli5l3nj3q01KxWw5csmY0wLtD4Fu1ZBQLnv6su06RuDazhJ99nnb/6liIj84/PIZGO69W/w9WOZXIQxOEswhkWVMD73/Fxn5plaRN69+jE5/4nvSOhSv22gs4td5nKZXcleW2NW/MWnxDdMggeLxcAVmvmqpGbpRrhqBo8ApGDNcRVfSqm8n/nhGISy8sOQGrtbFmbqqnOSypWWoAB3r4MrJnwRrpisPt1/3s0Ag4y/BGkaWct8cQwNLT5JwM8Veh4mgzPSDF+c/zh23cH1EFkqH52ISHETOetrsB7KjZN3jllEeX71D1nIK6pIwsHMJEsacTa8dBQBH6ksfWZ3FmIsyUlIMR8lvMeN60x3ay1GlbIDuNbwbTPPxwXVOHfHEpbsKCTOiE1ibr5uMt5uw5hGdwLbbA06UUAeN3OiqdDlxCS528t1ltt4E4E3jKeMbMd3pXmwvyhG3YlRC7uvH9pKcgj3KLsb/VfdgjDSyEMY08hKPQ8FxFG591TI6eVx2DRyfdrO0ttNTvlpgnVUjrpclVWGIbY+PedEgMQfNWTzPUpJz6CW3Je0my4Dd70Trs/Jacwjny7W5DOwpay6/2ymzd4D0KT8gw65/F3b9WYXu8z5Muu88Su/dr9McUcOtWsedkc5QSd9kBJv2wGu7p8dWY+B8gxpZuszoz8Pbbx7IKEmViVYF3tYGTOtiIgMXWC+dzZ3VDOf1zTGos6t5Qf1Lt5zLWGUPKcqWGIeyQ0iBFA4D2sJGZzHzKyEM5pe0iCNQBJUHNRn6vLPI0ij71/APNF9E8emqK0YTFF0Qu/JwRoFRSWz6iVSHVG4qVxzIiJpgo0Cl3j+W8O5xfC+sApW59SLOrrFuA5zy9guOIbqnRjDoCWHmfMCLpq/keQPZxm0wSkms+hBKbJ4IEa8nCOpw6pxDz+77gUREfmnA7fo/mnTqH8O7dvuo8AijvWOVQhQOvjw+kybsg/AvqFyrStmV2WjcfL4nbLYBtKLIGGd9Cqo8FGlEan7IaJtRm4qIBW3QwsIJ1BXaaCJGg3HdfewH17HPI91y7AfW7xG/suoq0BYLtpKFNjIKGEIbUzbQcpeYWafBQ7p/M+HJNpnS3a72GVOl1n1sydDbhk9VK4dygUWoohunrFIaKiomVRR1mFftSU75ouQPlON6Oe+DQdEROTxF64SEZGBDksflLALHseO23UTQwUJ01Rnrs77LZIxRk2Bu+jqDWBuOPcCbAERBtcUBC20UTzLJRlCm90G6RRahOv2bdOW78GXFouISIBnOknTxz2EPVgFroyu0v37eH5XZ9vwFGwN1Wtg/V1VqP27r357A+fGJSB8VeVvG+uDZuWqsQR6jEDqZHVRY1BjM2kr6NXehEQd5q8ChdIlmGPOCWpu9Ioko1oKOem5yKGHYyIf6/Gdjs2srIVS2odrDl4BMZwLU4yEr4BWdmoM5+/pOt0mMYk5FTThmp7bEYQSexZax8QKqh1OPWc3NYVr6oFnPfoIIqqC7Fed5UV0/oLkMowh/DDG0LudtoENsDGlTD2mQTc12Iskw2BeAzfDYvPbtbY6dDekv+8M6kZLGNBTpbQPPp8nNdx38q0kFB3MEnMmZGBGsSW7XewyR4r9Y7eLXeZImXW4rHfUkg7IokrNXwmIZfLvwdpx/kq85rQzZdEWuMjicT3kgiHGjG+Guv14Mww1Kha4sEmrj5NkX229V0EtGStNd0i0m2l3JjXYQhS/G1/PPU/1fR4ZWhj77rlNc5Q1+qHenW+BDuumK9E9CP3KrNPHEMdZqMRhFXXG6DnFpZ7IxfiVq1JEJFyH725g4sDz30Giwo4iGCBHn9dUPp/9xE9EROTvT8HoVfZ98rsvZqLEazHuqVd07HWabDBKfXRWYLx9frqA5mugUvAUjknT5B6ofQHr1H0DVX7OJ7tQzzk6QRYh5g7Yej/41549jpRI1mdi01qo1U0DSKm0+hayDR0DpHo0izHeFjdXahfGFOLRLo/uQcUNoABMFa/oZ2PgShwTXjRxrHIwoWeiEGvdsGAgU7e9nawyhFnLx7CGeb/EGg5E8Wq9z96zWLvwfMbs052ZIt4nmq/vr2K1KSaLbf8WXCfRiuczQD7/lAWIE6MrNR43MgCzNyu2ZLeLXeZImV1QTUOVWfnFB8SfhR2u4PsaDBFm5pGxtcx40jHT0pBJUjhPuzSyLtEwRGFcuBk78OgR7L6xSgvRmGL24HRV2twQJbpyq7kXaFBH8Q8gObrvIIyVwByV7jevhbHNWdoY44qQDWYzxulrQ5vF1yPQ58ILjZm6a28FRvTgEUiU8sVAj/QPwvjia4XESWRbjEmW8YmIpC7MhGsqQ6OISKqS7DwEsnguMUCIGWISvZAiWfU6kMR4DdeOrmemHAI+Ym8hR58lNn1VOYyCpwcJY70Eg6lnQjHWoF7drRru23KoHmOrYEDJOcwxvBSuptw8LRE3VICj7fy/IFCk91bG8vfjhiu4rAIjiYj4e/GgxJfMBFwpYI9ikI3PzL6N8c/DmKp/AWmqpKrPEi+vQF9KKkcYYOMOkkWYrMKxfMvvaiEa+Q7iefeN4bvtDyLvwC92bs5UVaAvzzSfoyXUQIdVbD+evVSBnrOLLMrOuEjXf3xFor22680udpnTZVbP7G5XSqpKJqS7AyCOyJ0WEnWCLYqrIEEmA3TFZWG3nZyElPV06rxb4QZKbgZ8pL8H94qbGUPihfpclktgiQrzjLZga3ewisrBdm7LDzJtlh/7GP4hEKPhqg4REekaB4wz1YE+zO2afTR4FpJx/newA/d9AtdrakJghsPCS3/6SVDQ5NN151kGDcJ/QfHTM6hiqT4nR4/iTOpcC0BMggpQyo9+s3ot53sXJGD1bhXAQ1deBdbWVw2J43pJu3Fy7wBEuO80zp5ja9gvXUme3VokXoxAkq/+AM7SR+JYxLhJBiFqQF1P6aANx0bynk8zhTLDWD2EuQa+pwFKezYiSMb3HobIjuIZSJRAqvnIZa9Cm0VEvLwVkWkuDJcjwFiZGz61T0REHm/akGnja8UzVV2BdR5dBni0I4n1yrO4xsYbca0tb4WtYdcl2HGitPVkd5IP35qfj2HI8RV43qcZ4/3sj7dgLWp0/4G1TOM8jTVMM5TZ1UBexQiu476gIbYqjbkZcWQCyt6s2JLdLnaZI2VWz+y+qhqz9v95UHKYwGNslZZyeSQ4mGS2Spmm0sHtqOg4/rECKHyIFZD0DmznSbLJRuqpMcT0XtawEOf5qSgDUvZCu1DwySmGNQZadZvJtdAqnMxAksolbJbQyw2bQBh26ZuLM23Wfwxhni+/DGCGgucqjnxFmiEismITQDonLyGIpaQcazDcVcC2nGuOPp85hzCWRRs6RERkPAopPXQadopVmzW7bPMrkDoVr2Ee3TfQE8HzvaHCPi2mjWgj6npoV4kPMzcbAz5yunXd6e0MzmDQiQpZHud9zWmHBAt0aMnVv5UZd0kEUpQH7WJ0AudZo9UC2mHGVd8gtTJCRpN1uGllz0Aij7xNZ4l1EopafiXARcEfwZ6gztjKZhOs1fNIEdabc5nnYqYOiJP9WAVRiYi4lsC+EWaociHvWZzPU3A+g5matdJc/w7AolufA9uvgurmtWF+02/TdhizCZqTClX+8g54VB76u3eLiMjgdbhZWxe1ZdpMxLH+zedrZOAfH5ZYZ499ZreLXeZymdUzu+lNS3JBRKIh7IrOiN5r6vIhnU8xAKN+MSRxN+l5fBPYBY079fl1tAXnV6MNu2FZC+p4R2ml1xuyhOrx2fgFbNsuxQ66mL5P8r0rggoRkckVGN/rJXqaft2xGObxnj/fmWnz8L4b8E8pdmBPP5lWxxSxhpbs5/bA+Z9PCGzED2ewV4VLroDUUKGkIiJRQixHwphAPAmp17geARmn9mtr/wN3PYcxlWFMJYfweYQ+52AjxlhQoa3xkX6sf5xZb4sXQH3Kfhrn+o47tNBwdzIX3QW8H95Ar8UwM7MuZrZSp8WzUgoreeAVZkENQBLXMdd7a1Q/kqsawOJ7fh/sHXlUWpzrMN7hNbDRWMWY0vY6L8DmsPx+eAJaXoPdoPgUA0osXgU/703sfQicShyElFa2k3C11qxMehxKSbYxsRDPoEJnZHWSAkwnrpVLL0Cix4hdULaMOP3r6RGtzWSpSxGj8Nldd2POZMZyuPD5+VGdId34FcdwfUgM16/X1G3Jbhe7zJEyuwi6sEOyj2aJ9zpmZh3Qlt32p7D7NTThzNjxfkjghT+A1fnCA/TJD+o2boZJKt/pBLqQwhZImN636sPodWUwx+56Djvi5BJKcIbDXnsTKZUqNPmf0886DLstJF/AKMFeLZ2QHt0v1WXaBJQNgBlOkvX4IJSgd6FXSxR1nleSVln7M0QUFzHX2687nGnzVBwW6uCrmEf9zcxAcgptzGI95x9ehsXZzWytaY9CnKkJ0pc7kptpU7aPFvUc8vcniUhbi3UqbNKSY5IkoLECfOcv5Rl+Cv3V/QL1et5jQQ3SUDBdj/dbrkV0y2CEpJ4ubceZ+BIO1lkkccwexNxKcvFMRHtgpyjbMJppc6kBczR575qP40LpcrQdEWgZ8RItrQPN1L44NkVvpvAT5fN0/6GXcc2U4rBnYM+SO2C/uTCC+xI7qz0cyvbgYrhtzXyEBCt7Qm6XnvPldxBnQgxJ7jZgL4aG8Cx4ffg+9ZIOS/aHqfVeyBGJ/nr5bUt2u9hljhT7x24Xu8yRMvvssn/7p+IZUEYrrdJON0I9KayGijbFtEPrtkE9OvMM3FuZ+GrRaX/yroMxr7edKZzGGFOeo+vmn6MRrGwmrDSfxiWVwjdapMe04p2wwhzqqBcREX9T1oy6xbfCgJS2xC6rhIWOLqjtqQxbDPbVuru1y6T3MRiegrWE3dK1lM8UQEqNdEb1PBxvgxFJxZC7CHKZXM4URhY3XWrSzWszzdMGuLncp2EcU4EZrjFtQEuV4rP8QoBfqvNgJGzfSVDQJg0gUt8NPFHHceLzUQJxhCmpK57RwUVji7EOPpIIhWpncrfF8/RcDaac8h7DES6xAS6qZLcGlIho9VhEJNGAI4Or08cxEXBFtdu/CuOPxvWcjSYcIbwbYPzN/j7WtPcmHAXqf2YByJRjLSeY3iBRgjlmFRCe62daLr92B56/gKAolYY5uRDfZREwZu7ViR1DNQwiIv+C4qVX7DyVTDY6fEyneU6Qn8BRGJPezz8isfZe2/VmF7vM5TKrBjoxRAx3WhI1BG5MWojAuKEndkM6p2uxW50dBHQxugw7Z9qSUjnNUNAg4bf5ZGWdakDbRf8+lKnb+Q4Y03I7caGh7cyiUUmgCWnSFChCROTsjwFnrWmBtOt4JyUhAw/aL6FPtWOLiCh5oQImQpyHCrxoPtyQqZvcjGt5BpS7BnVHtkKiuIfYW72WEsk2GC691F5qd5GFdC1BKd16Td2UjNEiSMINdXDPnT6KeeUUod/IhIao+nMhnscH8ZnxDK4XJX+5+6SWQu0O/B9fTClEg2PpEQiWoU0Yf7jE4jqswxrGyIteu5NsNOvfSLGSIMy0qI/r0oE5Vu7HheK55K1fbWEXCqIfgx/ldjEjz9tp1KNEV9JcRKT+ug4REblwGgZB9/uxpv6DsJx2vFU/Ew0LANZJ/gyhxOOFmGt1PrSc8e8jW1DrjfqeKThvlIFZ3lYGJK3EQ+cdtwQveTGnNbdB5ZxKYA2yXFi3Uy9Cw41XWFK/MNDJedmf4V98s2JLdrvYZY6U31qyG4bhFJFjItJrmuZbDMMoFJGfiEi9iHSIyDtN0xz/9T2IOJxp8efEJPtpssEutGTC2Es4LGGMin8sdRoi0eA5J3BBS4BoMYav+A4UYKVkMQ6E5z9bmKnr5O6ZWoOzqP8MdnYlARTAJFAazLSZFNRJ74CENJiVRrG2VrzKHGQa35AJRFCwWCeZVY0enPddQYvrLY3xV25CqGhHG85hBccI8CHBQ1eBRgcVnSbQhwJ85ArOMYa6ea16LNGF+CxUgbntPw34bDaXMMcLaRHyWHjdT2K93QzCGduItg6Ceay5xBIM41QSvfAss6IMulqpAgAAIABJREFUoY2rKMG1sJyxCQFWBCOVf4UBdzVxbJUaOup+EWMp+QjciwNkjB28B9qHSg1tOLVkF/LQx+jOnFiEur7d0EIe/tNviIjI53Z9MNOk5SSZaFUWnFfYmMAYw5Lxp+81nL9zmIPQGYTUbu1DmwDtLNn79ZwT/LfwHOqO3YHnKZvrP7JIDz9dxVxuE9BWR5rRb4p5ApTelt2hf7pxFU5riuZ3fJPyu0j2T4qIJQWgfE5EXjFNs1FEXuF7u9jFLv+Xlt9KshuGUS0it4rIP4jIp/nxHSKynf8/JiJ7ROSzv6kf0zQkkXBK3mXstgXv1XRO5tOwvscIwCh9Au9V8H55ISCSvSv0kANnaJEOk5hgkuezLoja/Bs1tDY0xPPlACRs9ZUI5cz3acCHiEjHU/pM7VzHcxetpfNvBaQzlsQYurMJbDAsIYrn3DM+SjHss+Q6nPUmn6zM1A1XQAoM8Mzs70a//jvgXeiid6H4sA7hnGDMjZsKiGmgj/wzJG2wkDI49/LNEkjYG9YCwPKiF2f29YUAd0xMlGTaeHG0zQTuBN3ot/QoPh9daTlfFjKfHfOeTRHCGy3CfTGZISZWpNfH8OL/bOYuK/VBkivpGRzX0FEfPSdnLuAcXNcAG0xvE+w4iwkR7ni5PtMmWsn+qSHEz2INplZDw/rIrveh71KLwbqU2W9GoUFNL4L6ktOm7uUbc/klCDpKZdG+QltJlFpearHWEHmLJN2P9XGehu1hqJgAIAvXfzG9INOvoSOTEFt/CZ7FaDZtTBbwkdkLFeTv3vaE/O2Pfr1y/dtK9q+KyGdkJsNVmWma/SIifC19s4aGYXzYMIxjhmEcS02FfsvL2cUudvlDl/9SshuG8RYRGTJN87hhGNt/1wuYpvmoiDwqIuKtqzGTo36ZqsUeM9Rekannvo3n7yj2kyRzk2++ullERA7vwgdl5ywc5/RLlxyDJbTjdkAUE4touR/X5yaDdXPbSDlEYsA+h4rzxEu25UyaYlBGuAJ1zC9CAqY/C/H319ueFhGRL752W6aN8mU7eI40R7Dr9h6HRK+5qAk7pq8iWQUJAwOE+U6HMbbA1dilg7XaAh5oI8R1CzODMNtInNLTPam1gMq10F6Su3Ht1vkYf0ERpMerxyHhN1zbkmlz+DSCc9zjitUDCzOymmtSY8kVT2mWrqXkpmkhvIpZY0msmHdejym4FeMu+gbuzTM7kCjP4HWco9omc/sdyAPw7GXc++hjWJfUBqyBghWbFgqoWzYgS8y+XmhoikTC3YLBhasxVvXsiIikSZhZ2MBMP4egUSkYa05PpqqM3o77O03osbcIcy2eh8/HQ7jfyUvaw5FmcIqCIFdcgw67j8GinyrRGXOG+/AMezg+/wB+KxUr8Yxf7kQbI6a1DfUI/83Bt0p/0DLY15XfRo3fKiK3G4Zxi8A+EDAM4wciMmgYRoVpmv2GYVSIyNBv7MUudrHLH7X8l2q8aZp/aZpmtWma9SLyLhHZZZrmvSLylIjcz2r3i8iv/sdGaRe72OX3Lr8TXJZq/J/T9VYkIk+ISK2IdInIXaZpjv2m9v7yGrPhvk9LTi95x4LaBNB1M17L9jPG1wU1Jfe9MGyN/RIuD6VSi+iUUMrdEOggYOYqGI5yz2uYpvMqDG36IlRiswLq6Pz/QJu+bVDLcnr0mDY9eExERJ59CXz0Kg5ZMbCEKzmPcb1nKvZP5YYK3gyVOc3UP1bXm+JmLzqNz8I0SCnuOTfTBIVqtYHLPYVrxelO83WR+6yXrrKtFl4/wmVNGpFyLuK9ggrHyF2Wf0arzp4pfDeyFq/pAOo4GW2VTlo4zsPkzWfSyhSZXRxU71Vk2JK1nZk2zTS2bVwBl9vhFqjb1c+gD2ukoupfxYirdaHHMpMUMj1tGT/Hks0sWAoerVRp/zDTiI3p+zx2K1Tx5AjGrViTptqhUhsWS5Vidc0/TiMkl0M9l94laFse0C7ErkN4dl2LYWRO052cWIjrZh/Twe9+5kII3on2oTHl/8NL/gka6CwQ6gkasdNeU/q//LDEut6cXfZ3QtCZprlHYHUX0zRHReTa36W9Xexilz9emVW4rJGbEte2McnJgTFj6rHqzHdOus+iRUxXTF65sVPkEFsLieVv09K64XqALQq96O/gXhhynBMz0xiLiBR8k0AeSg4fOdQv347r7rgG8ewvnliRafP0XhiPChi7UvtexMS3tYENxj8fO3X2k9oYEyI/fZRYl+RlDCJZAOmasLCeOPthNEq8DXPN+SkkyTAum+HDNz1atCTITVb9K8yx72p8V3ISr6EODcCJL4DkmF8BkFHXANY7Xo21XFQHF9/lIU3IFqbN1Kt4yosJ1tmD9fJYkljWPYCMLZe/zgwtfqYXpsTNOU7jZJtml/VcBU0nmEDdQCHunTOCdco7rOG+CjhUcjOMTgrQorSYovWY1+ql2ij1q4u4f1MqWwxTfOefZSaa22C0HJ7SD0fuy0yiyCCo/Gfw3v0JwGbHJ7WhN9tHmPU2ZgViBpcFm6G9tPQCGNU2qaW1QY3Eux8S3UPly3sIddL6kZYI8yckmvFM5feTq2El7rsCjqVrtaE0Rc3GUxAVw211mM0sNlzWLnaZI2V2Q1xraszqTz6YCU0NzdNSzmA+tdwm7PgKHKIkizp3urP0mU6FljrbsUPmduDz0StQV6U1FhHJegIdJn1os/UBoESeewHn8QXfhTPh8j06dFCYOcXhYBDIq+gjtAkAB7VypU9paZT0kmGVrsM0c3LN/xl24rY7dV1/Pc9lg5AOeQzkiRKrE+fcXUUa+KMkSYLhuwbhuE5LAIwqKrxTQVOLNhBEQ/eQk5ImtXUy08ZBP07iDDnxKQ4Uo2vawhFnkL23+iVqZQU4Lyvgj2qrwldFRCI1uOcKQOThLVLBIMPrtWTyDZGddgvuzWBX4Yy28ULFOahlVqSMIJRBaoi8dJSwWecAni/PuB5TyTWAK4++DC0yXEFmmTDDbsv0M+cgKOiqRtgc9jQT68pQ1NpnGAS0Tq+TeoZVKK5i9/WsgUYXantjehrvCOpGFmPcZgT9KZeoyhwjIpKiZhArNKX3q1+RWLedEcYudpnTZXbP7ClYo10UVM6Athwr6Vn8FkBoJ38E8ECAXN7jS5nsfo/etMY+ivOfgxDY8WUMtaSVPp7Q0/NQ4ibvwG665zHws912PyhXnzY2iohIfouF1/0m2AQOPg3eNxXQ4CfpQOQCz9hr9ByXbEIb41s4p6aduG7nzQxrLNIAinAfzoYBAn0Uj7v6x5GP9ck6oM+XiiM/0YMz3Vc2glf8S0/fJyIi3g/2Z+p2NeMAnt2NtQs+D1CKg5Jgejn6317VlWnT9H2ceQO34Tw/HsTa+l/F9azsuApSO/AunLtz96Buknncck5B21AssyIiH9uyS0REvvXkjSIiMrUIUq/wBMaYIWsQkdKrIHG7LkHbWrQEZ/OBZoBpkiugYaVC+kytMu423khW2V0gJsw7hLGEauiJKNIaxOBrtAsRnGMWYl0Cp6EFOFq0tX+IvPeHnsc6zSMn/8QC1JliXoPYPH2mrvolvhtkEppoLcN8OyHRfRZvTmoFnmljHuYxPw92odCj+D0MXEkts0O3Wf9+wKCP/HxlJr/emxVbstvFLnOkzO6Zva7aLP/8JzPB/C5LPiyVk1xlU1U5y6KlZPzso7TWnAOZvF4Ty9E2t3WmohJep8+65iB26TStsw5F0K1c9QyCkAKtbZgkAlC+zWmSYqiMsiqLa2SHDnqIEh6rAlOmr4T0KWTmk8irOugkOB8STwVchAjlNDlGN0kyrOuUWs5caQyw8V7E9aLzSXEU1dBUB3n5s/odM653MwNidp4Gk67TQkuVzqLkoLSJl2KdsjnGsCUvmbeMgULNuClFm5jH/JuY4/BdpGp6SUve8aUMDaX2pWjBRlfTypyrRZPyZU9vRT9uelBUbrMMYbzlEXYXMPw1RPWF3hEvCUZixCcUnNDPyvg69GeQmfXvb/iZiIj8zYvvEBGRql26/8n7IWldz+fPGINxCyz3AR/uQ98RHfD0j3f9UERE/uJ5ZHVxkTs/RY3UW62fH5Ul13sQa5rbRQj1e3HdG2qxYM/9TGd+9TB4KVJu2llc7WIXu8x2rrfqGrP6Tx/MWM1jBXoDSlO4RGqw8/o7Z9ILVR7Abti7zZJqg0OP1FNCFlN6hiGlvWd13QSJDCtfJRXUJCR473Zmy+RGr4gQRURiiLKVOEkuFaFiySkManQppGgioM9/CtWXyaPWSARdO87dVpLNJA3oySyNgBLRlljXepIjXtAc5MqH7bpMlBoDJmpW4aw+urNK16WyotZQWbwnF5HII8Dz8jEt5aKFyoKP98rqb9KroLLhiGjbiCJHVKKjsh6LOPEqbATptdorkpeN+zh6GtI/WYb7UPdTNB5borWMz3/4RyIi8uX/A4m47X3woBz6GoAIyi+urOciIjld9FMzW68cI/kJh63uZa4G9cnYGqzDqiX4sPkQUH0qh7xCIopoi3qCGX9yWhiIRFSiyhZrvEM/SEHSW6l7pWjZXL28QfN0NKjZwTDYBjw35Y/hPvdvds3ow2Eh1PARFRgtMqXna1+RaI8t2e1ilzld7B+7XewyR8qsp2yueeDBTJDC9DZtQCv9JZPokYk0rx1q0vAaqFAKXODL0ga00m9BTe96FxMKEnBTmAu1KJHSxqqxC9DJlVGt8ByuHS2FKtVzM9MD92qVLVaAzwrIOa/SHSlVNruTqZKu0AaWxDBdbASnuKZQx8/kja7tOpXQdBB115P1ten5JZgHDY+TV0Ddc3drPGVJEwMlqtBvJr3wfMxn8/zLmbqXvwp0y/AaxlEfwDr13I11UkysmYBoEXEyoP89y4+IiMhPfnm1iIgUnUXb0RVaPsTpvjLoQvWdYyw34aEJrp9yIYqI5BAiqsb9sXc+KyIiP/08XHG91+j+fQTGhOswpoImzHnySsJxj6KvQLc2GvZcj2v7yNgbJQtrLrnzo1fg2UiOahCSSYipl8a9ZBdBTpewbtPXaDVbgY5cJ2BAixXwSMRnYvFKuDHPX9THKTfXJxHEffT1qIAkXFeBbEREEgQKKZoYD42g7qO4ngINBVotRtubYKHL/1auNL36sExP2Cmb7WKXOV1mVbJnldaYC+96MBNskbTY2lIFkDZFh7Drja7Fbm0ww4m7ExLYuUQbe+QUgB4lJ1Gnfwt2/qIzDBF932Cm6uRzuKjzWkjWcBS7bGwa/VZWIQR2qEnDZRVoJNyIndmbQ777Q9hlVYirMqyJiCxdgZ09+GUEbfRdTZjj5MzwVRGRR979qIiIfPTJD4uISAHTAI9dz1BRZjVRsE0RbcisOEBm0lWYRyYM1pIRxiR3mpNAEwVcUhKmYR7Wp/1ieaZNdrkycqJO6bNeXod9WSJo4wSH5B9G3UQu16ucWlId7lV4ypofgAbMMLn5DkPejN4cmfG9iEgWA2mmF2JORUcZWlyusrygnt9Cm2LciPvr+BVUh9H1nHsOnq+67xKktVAHDJW9A5pV6wAMaUYPNRQaMJWrWEQkewWek+QeaIrKNeygQS0+CHda/jktR4NXkRl5F77L8BNyCB/+06cydR9u3oF++VyqZ+71moSjXmsbCQVhnvBI/7989deGuNqS3S52mSNlVuGyKa/IVINIdiPOGNnPaZeSixzgNR++JCIi6ccRRjo973VQ0iYdTqp2yKl6hi+ugLtjoAjuFv8+zXEXWUbIZi++W7AQrqpBD0NQfwiJ7q2yAH2qcIGFDAVtPwbiBQXW8fog2VRAiYjIpYl6ERGZ9xeQ8MZBhI96N0PizAtMZep+6Dlwl7vrsEuHJjAWJ91q5gJK2ZA+s2e14v+uezG2yl+QU2090yW3a2itZ4J57VainzS560uYerpnkHxmuVrbCI2izrrFOPufu5MQ2xZIFuXmERGRxZh/+Bq8ut20nZzAfc1finWK9OsxOem6ShZBWi/6GNjJp+KQpudf0+y+obVoX/1zureIzYnUkpc+F68TZXp9tpXgvh5ugGRXwKLyerjiBtdjPolV2s7SPojIo5XVMCZd3o9nL1JKIE61Vmeyd6Lf6RUE4jBAy0FodnY1tJn0Jf1sv2Mxwqd/FAZedmE9nifXvejjyxtuytRd8G3aZGrQ3+jtuLZnAvcoXEWOxjGtLakAqljRDKLjNxRbstvFLnOkzG6uN6cpqfykzCvAuefUWo19zerCUI43Y2fn0USWbQRK4dxBfJ7TpaVQPI8AEG5ZY93YTbNJYxQt1WALL62znpXQKsaewJl6+X2AHx7cAYlW+ZxeEtOAVtFNcgcPd81wHq2pXeQKX6O9Cvn78NnFLkiQQoIsGq6G1nHicGOmrovAiPgE7QbHsYuPLYakyj0JaTewRUvT2HJcy+jDdUaXElAx6Z1xPRGR8RUY8MdX7BMRkR8H1omIyGStf+Z167SHYPQwxt1bDW0l63nco9F1DEFu1+fX8u8wuOQBSM0Rrn/ZZaz7UDa0pfpdOhDG95fg3r/QCa3r4D7EAqfKcTb1W2i73PS89G3DOA3yuzsIfS58jXRVFtvPa36w4+YQvJSaR2jq98F0Ht6BPnOPWsgrCEnteR/Gr87SQvtQXb62E42fBQzWESD12WFcPFhHzwM53PPb9Jx/9cSVIiIS4GNyKYhnr/hGZtC5qOfsmsbzaXAQyVFChAkgUqCteUv7Mm2czMPX+1ydLdntYhe7zLY1vrHSbHzoA5n3hdk602XnELOTerEjxltxNi8Ebby4Iti9htfq/SlAuqg1HzotIiJHHl8lIiJTSwiJtVhRVehk/baZlleVRz1NPvTsbB2aqPJmKzLBwqWQzlMhSLScFyAdlHVYRCRajq216CR9xCQ8jFNVSeZbAj1OQ0OYrsN3f3f7EyIi8q//djfGnGaGmxILxJbQ2qxBEiDwLJdzDwkYQjqjSqQFkspHshBl6A4tYP42P8ZSslNbplMe8sRv5Fk0m8Ezi+EqeOHSkkxdRxvWLptCpvA8pHPos5D0Phf67zyvrf2BVtyTILPbKu9CaSPWdrBfn3V9xBeocNGSVzDOTG50wpQrGnVmoekXcS0VVuvvIk6DdGDF1ZCcaWYgEtFw2RwGUoXqmFVG4SgsOeOVH9zfSxKJzRh39CDO/SpTz+RiCzELsQvZZ/HcBBdibFUv8BmxZLmdWoBrecbwWdl22BF6R7AujoswXKjMPZgMXx0irT98SCIDtjXeLnaZ08X+sdvFLnOkzKoan1NQY6669pPSfyeZOQ197WQI6pZ7GKpU+WGoUs6PkzctTJ65b2vXW88O7FXuckIKT0KtLriItkMWlX/RNriSJr4CY9swE0gmOtBGxVXf/eCLmTbfewwQTmUAUjBWFQ13y21guTk8XJ9p0zcIdctFa94NC9Dxoa+vFRGRyvs0nLV1GKpfop3po2vhIvMfxJimqArmV2p3Xeg8jhZrtyFl06XvQac1b2XqouNaPY2VYAy1z0HPG7yCLKQMCItTYzaXaQNUuhXXThSSx+8C7kd+G8YytEYbMIu2wIXU1wLjl1EINf7JK78uIiLvPASwkP+wjmePFao0z2R0aWAUXx+NcA0aLPKuxcdFROQnLVg73z6sk3ktboT3l1Rt36nV+HCcxtMmrFN2N/n0r57JnmNNPT1Ft2xOK2P2CZYqIPe/6+26/0QKz5SPKbv6B5iHgHHzOWS1Ca3Qx8GKsgm2hervJLgpuBsGzJglfZWKZotV0d1HToXKBhwX+rpxf+uf1OPvez/mtqKyT3Z/4EkZvzBkq/F2sctcLrMq2f0VNWbD/Z+WKHd3s1a7rIqfo/GiCvuPf4iMpcXYpJbcAUl2rL1Od0i+7Lxm7Jj3fOwFERF59NkbRETEob0fEi9hMEUFpORygi8OtIOjLMWYZeW2ExG55z2viIjIt165RkREnEyml6bdT8WmR5ZYjHrciRWDiQLBGOspTo9oAI5yGfqHMdcQAT2pRZBu3uOQiLF1WtopRt2CALSZkUFoOkYIg/KUa6OncRaS0H8FXGvBZhhBS05AsgzcAemRDus51z6N/ofvJ7/befShONxzF+qUwJEY1qyhBP33/bxeREQml5F1iAEg6VFtABQysShtLCeLkv2nkFgTC3XVdddAK4pzwZtfwpdJxtinmXHGEbUIMj5T6UEMeN6vMIaBTXivpOj6bRcyTY7vQsBQmsFE7mamUlYx/Ra+AjdBQQ6GuitXaP4e9F96DwzAnWM6GWfiIu5RgkAiI+KcsQaJIe07VNlokmky0e6G9hIux7hL10LTHX9VGz1VoFDxEadc+NVXJDRsG+jsYpc5XWYVVJN2IUQvlYPzYE2R5iufLMJuGuFOubge4IumwwBJ5LqwlVaXackyeh7AjAhjV05NAc6aLIJIz7Jkj/Esg3ScnMJ19k9BoptjqFN2hFz2GmEr3zgOMISbkiN3OSTYRCskZHwFxlpZqM/UwWex48auwjk4sQqSZXkxojXaYlqyT63Ad/EAJGSK0EuT9osUUx+XPKN3/rFlGIt/HdZO8ZjX/IwstrfpujlUOFaVwje2jyG1ijHWpQJtLBx3XbfSTXQM0ijQDak2TvBOzmN6/Df/zUEREflRE7j3ZSVVKZ47TUpx34B2gSqNx9lDt2UWXrPuwpnUEdVawLFXIXGVRKy7EvMYZgpqD3PhKdeliMgGhgsfGoMW0Pdx2odOkNmH+fqO7V2sx8ThqTTbSTK8KkBL1cu66sg9uK/JFoxbuWoN0g71TmJ9sp/WtqXJBew/iAspjeHNlOqJMWhzDpXZZQNDlxtg6zl0EOPOG9ONTSd+xlPzzAyH/JsVW7LbxS5zpMwuXNYUMRKGGH5Io6lntRidWk4QBNlSz3rxXQkMstK7lhLlEc3OWvIAdvruQZyPAm7ssv4ObG+K8EJEpObbzKJax2wi3HhVJtWsAWoDA3q4CrKoQizTz8N6ns3za8jEP/eufinT5qEt14mISIIhioEzGMtFL2CyoZWaN37ejwi4+TTOYd7/r733DLPjuq5EV93uvp1zTkAjNHIGSAAERIJgAkFKpChTIi2NOBJljZ+VLNmWpWfLfn7Pb8Yea5QtybISLVGBFCnmBIIJIAkQOedGo3NC53Q71fux1r6nmiIlynrTBL+u/X34Gt23TtWpU3XPTmuvLRDKxUcIpxzbRO3dtcgVPUxUcafveInrExHgo4GVkYjE3I5v/unSDAIzXry4CACw4T2HAAA7nyAIaXSZKwqB5m1jr72dnWwfe4G8bx1LnZb+1VMbAAA59ZP7kaWIydXvmKzJACDzAs/b/25qyFg/r5f+CH32sbnuWF8+uTHDtjYKqrqG65L4OB9iWrOzTJoG+J4k9YjHT4y9IyKXSG1Sae0mBzdt2yHeeAFWUgVCGl7PdWm8xRGaoFllqlV8t6w3Qd8avkeLchh5P32DU7HeWY6Zv5LFUb0xWQG1fJ9yTrkFmriWVqIBuobkq+9qoUZfchk1/FHf9c8rXEyrseNQUbBC+Dck1OyhhDJNZEqj8ZnzSvyV3/4vqD8m1tF0h9rPPsrd03jhs1VM0TtTbJ4qw0yc53LCY+oVbqWV3h7u6oXXUJPV1hTFj02vEVutLlm0nxo2+UuMyp88Tn+/5CW3Nba8S4y0z/P3zgXcgYfUSTVRdEvRow6iah1GDULQ9x5pMPmoZS+69W6+nXOY6KJ2S6sXF/wG+q/9h6jtLJMAII55zSim1hmqoXaLdnMtrCc6AIxJ+yQ0UpNY77dhccEXviY4aJa7595qlc4KgtrSKe25T11RA4H1wZm0hnLUU684kz/rtzFjkr6R5+gfcoNur2a55/33k+7KMhLDJZxT3iGn5bpFPzWhPmcJPbIYSmTBHRPF1TKXgRhXvjvzAO/ZcujFL4jSqlr9CMpcqubOy3ZzTieYz4cg1ONGG9Uf0ImV6oxb0j7pXi1bEdN5g/Rmpm3TV/G59ogiLUFGXsW6xvixtYdpZSSLt9844QfLlMGy+EKARMQkpd3D2Z99BUOtYTQ+lFCmtUwt4WRZpV/1sc8h7yS1R+sat9ckDRgRJD9rvIG7aol25OwT1BpnPuzKYrPOcnz1nczBW27ycL36vjc7jTJRJC0sYoisGt53383UkAn7lE8OaK6RnMldQmPzuatblNk6a25ecTw+Zud29gAbFQJqURV9w5rt9LGGi501k16ne9vMQMH6IvpjvzrIUtSUOpE2zHV4BLQJaabHtuJydhO98CPGBPzA9h27ib7t0BDPYxZEciuva2SMGTUB3vgCdZ29jP7leZFvGLLLC2AX0oSF6FqsySiAbB1Us2r5hxmfPh0fs/sYsyDpBcoxqw+5N/Gbysh4+uMWgvjX7R69ZfRvh3pcTMNTRxxfHX9Kn6aG7VgmDIMKnhLr3JgUAc6sTHUiVaSOp7kuluMGgIwFzAb19lL7Z2fzPnpP08dOniUqrnaHGrT+BrmHOTcjWi0voNoe+EUgdnUDs0bFKqttOspUk1GfJfbx5otWOsq1rpdoKSfEgHM/CQthQgll2kv4ZQ8llGkib8mM9zwvB8D3ASwBjZKPAjgF4JcAqgDUAni/7/tdb3IKAEBadak/76t3o0SBnLqnq+KfGd9bRC2NUw9MDghlrKcp13E+Lz4ms8KBWQAg416ahE2beU8lO9xeNqaWzQm38zytdTxPtF0tnGbyujmvODu+X9OzWvdxwXPTi2hqxQSDTOoLMKLKtO1Wi6XEAc5hYj7dheT9jiGlf5YgvDLv/C1cvj6ZhMYqm1HvnlF/peCmilNakKdnkYJ4Kc5NKN7O+bZdK1aVg7y3UXlCwwVqVBlgpJ31c17rws0ca5zmSfPU0HCnA9XE1nMS2Y/xnrq2cl3m/BPPd/bzdB/S9rgApkGlDXo8bi2vxJc3UB6ApspkNXM+cjnN3sELXPdUNazNaKOWAAAgAElEQVRMu9IVqsSeoalvJnlqG48ZqBLn3TwGwy684GDXw+Vq9niQZru1x/LkuqQ3BgKYCvh5AjOh29qU6Vi1xw42m+xXujWxmeuRvojP2eDGCQedazpUyvMmFtLUHxvhnMxdSHqQ78ZEIGnetUQcB40R1PzHH27Gfx3AU77vLwCwHMAJAF8AsN33/WoA2/V7KKGEconK7wTVeJ6XBeBKAP8VAHzfHwEw4nneLQA26bB7ALwA4K9/27kmJiIYGEpG7WtMPQzNdwCT+d/i9l1/PTVHLN+aHAqw0ceAiAUoAGB0jBpxRSl368NzuOtllnLnHHy/u/ZVFQxkNQ3x/JEXCGhoXatdvIO7bvdCtyWbxl5SwSDbhV8yuDRQSc2ydAPPeeZRxyuX0qWg3iwBVdRY0D/HgM1oIG5jLaa7LmMwL3UPrY1UpVW23EE46t4vro6P6VzBe86qUUoy3XpO80ck0WlGa+iYmEJt1D9DLaClrdetYWDzRIfjyq+7kYUXlsobUyPB4Xpqn/SAehhRy+GOlVpDBUgzv8XgUcJ2lt/2zneWg2nWxiepWa0pZ5K47AsOOKXUuVTdVmRsJep5m7Vh2q2j1ll7CWIVSptFSyT1MNc/2sOxbWW0Qiz4CiCeG+tVqi96Sim92Xw/8551c/JEVu+JYmfYLq11yT3Ne229LMCS1Dm59XZPHeeULNDR6FJX6JSphz+o5qRWBt7dqjJogXeS2wOtuRU0HVo1iIlfBe7rdfJWNPtsAO0AfuR53gHP877veV46gGLf95sBQD+L3miw53kf9zxvr+d5e8d7B97okFBCCWUK5Hf67J7nrQGwC8AG3/d3e573dQC9AD7l+35O4Lgu3/dz3+w8AJBWWOkvuPWz6Je7ZL3CAKDiGaXCxJd9x38jBPWeX14HAMg5w2OtMwkAJC9kaqn4GwJQ/CV9yPYWtelNcudPU2eNkRjPb4QKuVuptXseIpihf0ag75n5lYJaGizTSB9iInhIKQu03D0iHO4SziXlee7IPWIAtS4zgOsOY4VBnspjjS/PUkzLVjjCi2gCNcfBnSz0SK9Tp5kMm5Obf+F+QVNL5beuld8nEFKi+ocVv+ZgxZ0LqFH8G2kdeU/xkQ4om5kYYH8dW6EuKF1c/xmP8e9GKjKRqfsKPIcUPYfRc7z2mFKii2fxORwTuAkAcsSH3rOQ57HuMUv+7AgA4Pm9ZKbNOep0Vtdqrk8kRV1knuXchsQFOLCE91pa5Ejc2verZ4Dep3xxIw79hCmx/opAL4HKyfyGBnKxFtC9QrEmzXXgr6REQXZFqGHpyxFBkiMVDhRk3P4TxVwnP6a+CTGlM08LHLTMoWoKd4ow4929qP2r72HobNN/2mdvANDg+/5u/f4rAKsAtHqeVwoA+tn2JuNDCSWUS0DeajR+B4CP+b5/yvO8/wuAeZ4Xfd//J8/zvgAgz/f9z/+282RmVfhrLv8kmter2KLQ7fhrL6P/ePhRspcmSlkOlMsfnCkQRn+gO8p5UVnJPR7aIE0jPvTb1uyLH3u0W5r7u+yC0v9B+nQjB7jbDldxJ007EwDiCPFomr1sJ3f1uhu4R/pJ/HuQNiolKoqjqMpXv0btULdVBwQ6pkZEOJF3RL6cWFPjlEk6NNobZJflz/z1BOJ07iSgwthT5/7coV5aP0stNnCelo7BZccEA80U0+twfoCL3yLTe3jzxj2fVk8tO1QeICbX4yt/gT+NJdXgt+96/34AwKs/WhUfMlChDq9FKjzKVdT5JC0if06gh5m48KOiKivaxws23ca1tQh1V4PLECRoTROFQxpRJ9niV8S7fhd1Us+gKwVOS+b5hrcrkj+L93jHRsZMfvHy+vixlgGyeFFsmOuUfFK0aSr0advknkNSO4+peJbXqX0v7+fyFex+tPuk64KT1MpjrevvQIWyCnN43fQHRITxgc74GF8xh+7udDT/3b8iVvPGXVzfatXbpwDc63leFEANgI+AVsF9nufdDaAOwO1v8VyhhBLK2yBv6cvu+/5BAGve4KNrfp+LjRT4qP3IBLxWwRID+d1Dj1OjD1Wq80i5oqkq9Us/zJ2z42bnX2ZI22T91wYAQP3LdCyT5lE7PPHwuvixJbu5q7Zeq/7vCbzOoKLNCYqYZtc4a6Nlq/yiXn42kSjIaK66iuznnLpTXIi99Cke26u8/oBIH7wRdTYtD5STihuyp1SUUgd5noHZilBn09rIzXX+X89TtBQMGmwavXAXz9G0wT3S2Flqxmz18u66nOctfZrHlH2SMNb9+11dack2ftayWd1zL/L3RLmVkZhTGuPZPKbhJn0mC2T2Mj6P5x+nRi95ryv06N+nMtV+njdlDzVVr5Rb2i6HQxhdxPlWb6wFABzPUWeeGpFwqEd9UreLTBeKtqmpgWHyGQ/L2lCH2Yuv0T8fzXLWTFq1aLuW890qe5TPcNsslpWmlPwmLVjiK9Kwa+TfqyjIG+fYOT9171FkmMec+zOV3TbyZ0GU501IDfQSEGFlv0IXyeKPh4hM+/T3tF87YlHLSiRf1z+JxPX1EiLoQgllmkj4ZQ8llGkiU1v1VlHpV3zqs/EWRjmzHLp29CWaJV/4k18CAL607Y8AAH6yzCGlo1IbnZlqMMryF2jy17xPbKotPHZwrUtppL3GyJZxwBtDjZlJMUFHUyoDKZMXBMjYQjjm4A4GcCyA1j9XrJ67A2bkh5mDOf98FQCgWLxpTftpfo/mOpOtbLuCPGpQaQCZ0Y28Hwv29ZxzGU0/f3Jwqqeec6yoZuCp9TXHOmoWnXEBJHfI9Fc9vq1lRkMASHQnzWBr8Diimnhf3AHpZ1yAdFQsr8WXMVjY9ayqt65QWutVmp79Ve6e8yr5WexlgpqsLjv/RnEQnHUAn4xznF//QvHIqaItpVluj+KiQd61oRI+x5uvJsPOo8dZhei1MAWXTRwUOtcEOAK0UF6UYz+9+jkAwDf3k1XY6uYBYMYDvNeTX1J/gEa6SikCf6Vfy/VbWeBcl6dfXgHAVWlaOzHjKSja6d7pgVKeZ8aWWl5Hqch5P6LJ33g13YcUNQoFgM4zdFn8/JHfGqALNXsooUwTmVLNnlxV4Zf87aeRfk7N9kpcECO9gftOn5reGb94tJO7uAFaDGABAEmCdBa/xr/V36R7EYjD63M7ZuIgj738yhMAgGP3ko8taSu1dudxaprUQDONQbG75ucyqDauOVlr6ErS1KNjaaAeXPXq2eIV6141ubPH9auOxI99/lnu+Ma+k7STu7Y1PUyZKYbaEXf+yBlaKKPqpDKh4GFEoItgUY4VZwzPUC2/2FPGZk0ea4w7AJCaxqCgwTUTdb0JBT1HBwN8bGKFKaykhdZeJ9CI7tU02air80BsCS2SaJRabfwUP4x2GWDJvY/Fe8V7sFoAFi1D6kJaB9YYtPaMswasiWK0Vsy5Mu68dRwzro4uIxdcIHBCKdQ4C9BMMfdu5/30LHVpNEuXliyUJXWRltW4uPeLXuLP7ptdUC9JxU8Ga7XUXrSYkxtpdYVCSUXivb/AYG26lLTxEQ608u/2vQAc0Kng6BgOvvh19HWHmj2UUKa1TCm7bMKAh/w9iehcJn70ZKfZ/Qj3nfw9nNLFddwGE5Wi6RcYIyFQCFO8hv7TyEpxt4kXfWSI2qd6sfObTp+jP3nsZ9To3Sul7fZTo3/0FvppPzzqABRpB7njtldzDuWVTNHYFnlxEf++7EbXXeTIY0zXZDQJInk1d+rBHs5t569Xxo8dL1IKUpo7aZMgqtKqQwP8mZnlmGp6y6VZpUlMo//1lkcAAN/48a3u/MIHpYo/33rV9SdR663cQFDH4R2ukMfv5j1HVtGasa4ro8NKwV10mn08XRBmlR3nHuNcui7jsxtL43WtlBYAMmQ59LaLL15aaUDaLuOc01irvkRQTtswtf+rhznPUY01Bp7y5wIlxo08z7xvEFC18z9YRJSRSmvGOPUMosxfVMabp3XeoVbd4n1LyXXp3rxnqVk7uxnTGBd3Xv5+FdpcwfOmHnWWwxc/yjjU/30/K7PmLGIcp+Up+uNpfc6aGergOGXl0DtfqegXxZpbzGMLVzummouvcC5tqxIxuufN6WVDzR5KKNNEptZnn1npl37hM0grFe/bDgdz7JvLHax0Dn1o644ZUTdU431LPuEio6VXE7zRuo1gmgH1vPKss0rM7WVZYmNNeJr+9tgN9OGGpEVzs7mVlmU46OuJl4j0GCmdHEfIOUTt1r1C0NJiNybjh7ynhms13zYxuOZYIUygRFfR7BTxlI8I6JFVw8+NlMALKKGCA/psoYpltJGPFk4uAAEAWI81K3VViaX1NEO9yoaHnDaovpoXj0Z0PkWq956t4gE9TrPnqctpLOd1/fgOCaSTwfUxrj7+wh/WO2DjfFoXO44QK1z8otPsWbXUqGfuVmdfA/xcpZiMiDoigUKbBHEM5h/lhWZ8isChc9/n+QdL1J+vwi3qXRt3AAB+vIs8+BHx10US1FOuzfHVZc2S76+FT7+Pz7u/TFkdQY9Hc935k2UxJO2lhZLWos6yrONBdK57f8yaS2wQ0Yie68xf8/P2u9Uj72HXcaZbhtlI8Rha/vEbiNWGPnsooUxrmdqOMAk+kDmKgTbBSwPdUSJd1Bix+xlZ9RYbNZB6sS1X90rPafb2J6nRh1dx58zcx88G19AfHw8wlkYfESnD+3keK4SYUP61vV+R6gMFbozy3oUHqW0671S/uMtV2ppGzTX+nIMuNm6yIhMjf+DfTXtOLHJw2XEV7CQpGj++n75vzPqmS6vO+5Erx2z8R93TEfUml6ZMEDkDep1mNDhrRFmJrJWMOfQe1HwtD1/tYgIXHqQ1M27LfDmjwAmt5ve7NR0g8hWRZYpea75WrjyUx/sbyXZjhopU1tnGOR06tAQAkHmV4hUTztrr+iK1mFcrH/oD6g3YTA1pNFu9y917VHBShShqP9f3EGMo4+W6vjAGc+c1x8c88B+b+J856mgj69Ei+b2BctJu+dTW6adjOa+XTiMzXjQVGXJ6dLyWYxL0aIzswyisRofcPWfqFgtu4gmHxxTdn0O/PKIH3jfDrWnGCubcO+tzJtFhvV5CzR5KKNNEplSzR5PGMLP0IuoPMzIebfhNX87I/jIuqGDlAnfbzmrutguuPxMf0jHEHXN4P3e9zHpq3IkoI8pJ610ZYNciasLxRmpP6/C69ibm3XftpU+Xcatr9maIsMG7lNf9D54j+U+pFepfo7oIUk1NZFPbj2RR6wxX8PesImr0/vNuF8+dQ21mRS3ZZ2kVJMas+4dy9f/i8rz9Z2l55Muv77yGfm1aOrXbQI+zfAqf5z1GPsA4yMI8WjWvTlCzp5umP+4sk9QOzqFziWICZ+kbjmVxbccC5BhR9WDDEcUp0mkh9H2ElkpkGzVytMeNsdLT7oW8zuatBwEAh/4n+871Vzj9E1FO3KjIYodl8lQKRXgj76u31lljYykiHFG3oVwh2qw3ntE51V2siI/J6tJ6n+f9JHdLe15LS26++s8DwPmXWYyTMGzEI7yPiDAH8ZhMgB1quIrzTVbHYCNF6RMC01CFANB7jM+ipl5oTcUNfPW8R6eyJfOdNXZrBbNBR7PK0JPqrJDXS6jZQwllmkj4ZQ8llGkiU1sIU17pV37isxjNlukz7Paa5E4Vr4htNJ5WUbsjZYJQ/Jqzj7rn0iSbeRM52jr+neR2bZfz8xlPufRHb5Ua1s9RAEWc4GuupAn02qs048fzXOoqoUtmqjG3qhineDfnMFDC+fdf6Qpuko7QpjfY53iaTPN8mduvOpu/Z6ECaJkCEBk33EG6J8ZvZvx7ANC5WGk6MbBYC2LvMkZ2YmdcSgaK4Rj//IRMwuxz/Hv0Dpq4W8pc+6pH6lk40l4v7nrVipsZn1zgzMeYuOfKZ9LMbTvA4Krxohv/feESx1jWfozmqbUzMrN6xlVsN3X6TFn8WGvVHJPZnn5a7bCyJj/DZOetIeNGumFNMu2t2GfVjbzHlv+TAci66x0jka822BMC11gjyXlz6K4NjLpKm+7n6TIOCxCV0q5A7Cq6LiPtNLMTewMBugoVE3XzPAaqqTlENzCz1h1rraYMJmvMPmMVdNOS6jTvwNd2pFDflcEImv7X1xCrD9s/hRLKtJYp1exphZX+gvd+Fj0CAQSZVq3U0UAJlsLIPT6ZabVraSDykWWgDfGJ9/Nneh0Ptl0eAPqf5o6cc0bsKteIAVWBHOvwkZHtNNfIIXXfUKGEWR9W2hovjRwJgHfE/mnlpd2ruSMbE45pIwBIVXFP8V5aBi1/xWPzv0vN3vYn/PvgRVcoMX8utYK1Cjbtf9Nt5Et7/tuOnadH2JbqtSy77fwBg0utVwqCeZJzGg0YA9Y62awuX6mezPMqRgnojPV3EOHzzFGiQ5LFHLt+Ri0A4OXzop857+Y/VqYHrXTg61tDj3cH6lUlxqs39ndU4ReaGMRKNgDNOvecTfNa+bN1cEluEbx4hDeQu9GNGfklLZLYLQyURR9jILBzOd+1916xJ37sg3sJv01TY8qcX6gbzjyVKy/k+5PQ4IA4Zgm2rdJ7oh9WwGIBQQDouUJFSkoFZ57hvNObeY7+9xOAM7EnTuyMks1M0zXtrMCFf/sKhhtDzR5KKNNaplSzp84t82d9+eMYqiUo4gNXvxL/7Oe7pJG0J0XSuSMnNHKHXGZFGw3l8THF9/Gz4VylPfp5L4NF/L17RSANIfKFrJPcKQcu585sbYxvXsuii+0PXBYfMiguOOM9t84eE/LD/2HTgwCAr3zbtZ4xH8uXf5wgfzl7FYEPI08Vxo/tWSKG1VqeN/cqapuYgBT+w9Rg48luozZe+zEVclhXmRFl9Oy6ADCSr3Jb8a+nbqWP3lpDf9b8SuvjBgCLizmHPWeqeM86X8ahFF0/ULwkDsGS7ZqDeN7Wf4xrmRjh9R95xXW0SVG7aOtW46/itWMNKgMdcfdqnV+sNDR1LdcwokM6GnnTtn6AS+1ZEdBAtYgvBlRsVCKW4laXorSCLIPJxllr2/ieptQ7ayNhOWMjGQ/yM+MlbL9KhVUCWuG0i80YPHmsR73v6jiXzHpet92R7yJN/esSNyoQsY2p4oL31gNwfr5X4opzvAbeS0qHh5p7voKh5lCzhxLKtJap9dnVxXViGzXWYLm79mg2tUCCSCayqhnR7b4g30T++dXzT8fH7P35MgDAxCb6WsmPc6cf3MLIaFaa2/36h7nVDzaphLCIu3emSi47mjg2tc5pibRWzq93M4+dXUzNcqpWoKB07uYWPQeAwXk8X7RBkeMKWRcG3Q0U5yQJ4jpazHvLyRfw5gRjBRY1D3YkKVrHCLGBRMwSMnbT/F0OqNQvSKW3iOsxcYrzrHqMYJHUf6amP3y0Kj6mTIVIXS/S952QhvziHfcBAF7udeWwLzfQJ79jLstJ77tnM9dgNdcrbS999Rs+9Gp8zOO/ZgnxcLUi1AKj5O/iumc0umxI3Q2KE0jzzq1WdPzfqd2GCow5Nj4k3rEltYnrYMVGls0Zd0H4uEwU8hnlvqp+c++XFm2lBZST5bItg6LTSlIJqnXPTVFMYGQutbjReAEOanzb9VyHRx+8gmugKDocwhm+rIt53+GcTt8tEg5lhq7cRPKTF8645zDnO1yfCzemof7bXw199lBCme7ytuTZPeUz01c50rykX9I3ubiVO77lnCu+wR2t/loVrsx3hSSz7jgMAJi/l1phXwfJADK/RH/p1N2Brh8XeB7rZ57azvvuWKWIepE6wuxzY+zYeGeYK+mvDcq/zBTRwkDAj82cSytj7GXez199lBrxe3/7PgBA860ujmD3OF7H+aa2cl1Wvu8oAGD3dka5R4oCZauSFFFMZdZa9oJ/j/a659kpznqjc7KOMP5iavqCX1LzNm9wimDzBmqOnU8SvmrkmhPLVKwzFuhOGlGuWV1iU36tKLa6r1p+32C5ANB3lFad+eYjM7nIy2YxopyS6KDBh54WEYgIMfM+SI1b9xKzClZUNNrunpnx2ifNoOodO8dnZUSTZvXhoEtBjCySJbKP62Ew1vXLGCfatX9e/FjDBZTu4nOsv4bPwYg8LP9t9FIA4J3kHAxfYs/hvTdQ09+337VkmPEQ9e/FxXxotv7Ww69IvPiDDzsqrqEikVQ+3Y/dh7+L3v7GULOHEsp0limnkq78xGfjPb+TAhRT+ce0693NnattF33SWLEIKeTrxjtkwJE6PPCxLwMAtj715/yDcsPpBQFfq5m7a+EuUSeRnQpXX8NCjGcOstTSIrIAkKDum94Zal7zX6Pqu2U9yy3iDgAztlFTJX6J99H8CPPhpnG7rnU7vmUCUlqoLYZmKPqvHHf2Sf49+5am+JgL59gZ22iWB2aIBkn0ykOlDjVovq75e4UHOIeWm6iVDJ+Qmu/mlPYU72mgXMQUha+jEBsPlFZqDoaBGFQ3H4vym6XSu2DsN8b0z1ecooiatrs5S2Od5WCoPUPBmaU1oOsY6eJoZiBDkMfzGqFFxm5q/R5lZjJOKrIegGtYZmBIlE92P2YN9FS774ghIo0gJaGN5/s/tpJ99Nl2WiOn986MjzES0OprWL10opHxkKpiWjwtT7vOtRO6/UERsWSe5r1bqbThNyYCcAT7Pnk+0PCNr2K4IfTZQwllWkv4ZQ8llGkiU1rP7kcnMDZzGL7qemMVLljVkchAx0gNQScZRrstDres1QzmBTniWgZocn7k+IcBACkyR8eV9oiddUGY4oM0dVrX0wzLmclA2otPiu1V7sJEgC8tU80kh1ScMKZuLuNyCUp28bjmG9x9DBbz3gYephk3spFmaq9aTSefCUBHq+lmjKkGPW8vrz2cJ/N3DufaXVMUH5N3QJx2AtEkFYu9NoUuwV9vfCJ+7L+eugoA0K8O2+2rdG9dnEveMXXZuc25OwPJWjMZgp++muapdUfJy3V86AONSkMpZmpFOdbWeSBJXWRqAx1PlqigQ0G9sR0MZBYLDjr7zxxT754dNIlHFvAevXpGIYvn8l0YFw9Ax1lXj28ceRFxsg/bR1Z0JZM9/3rnGjV2iJewj2M3LGVg7rVxNhu1dskAUPlxpibP/TmxyOOzOLd7zzPIZp1u/EBPhIIj/P/R2QKE9XI9znbTVY2UuWPLXhIwbK7VyfPvsUr+XvEcf9ZfH4Ca5/H9K70vCS0DYWPHUEKZ9jKlAbqMvEp/2TWfQSxbmjcnwGe2kjtkzg7u3t2LOK/yhQx0dT7PXXBkudMsGS9SS45voZYePiZeNhWbxHLdjmmtkv2j1Fy+gCajMUEXX6N29QO2jpUbZiwQwKeRY+/e+BIA4GenuZunPuNQHUPFk2MjY+liGy3m7puW5YA+IzFqEr+R1452q7PHMVoQg/nUlMM3Oc1S8f/y57x/I7ho5/c5h24VCHnZzspIk2WSUT+5iCL7p5xvZFzpxw85zW4dU/Ie5tq2XCuQiph9hipdsC0qPvXoPlo6A0v4+zXzyTK7fRfLZYt3ufUwVtwkFYEsvYVMQXvrmE7LzHDBQl9VN9brLrWFcxuw3nEKxFqXFgCIVvL9WFdZCwB44fh8BCXOUPuuCbxeDNCVfJE/hxdzLlU/cjrx/K3q/DKHwbWcFB7Tdh/nH8v1Jo0FgBT1iovlK2A6wPNZ2rRvlptDvC+f5mBWk/Hgzbyf56+7yc0p8yzvv2/VcNjrLZRQQnkbQDUz/vRzDgjyXsc6MBSj5hgXCCJJ5a+jIirYcDWBJgd/ujQ+xrqutKzlnmVlsVZAkTQQKCcV9HUki3/LO0Xt0DOLO3X0BvpifbtdoYoRRGSdeV33TfHIe4OCc0bdGhpH+EibePB6rO8ZP08Ycce2buYcklqp4Yv3qMPKcnW4ERbFGFkBB1SxIooOtotD2U75clvih8bJH/7q/SzY+Zf7bgMAVD1EcFDj34kFdtBhSCdE0AH5r7lHpE3LVJQSwPdYea2tbdcqpYtUOltwhNro/K0BiLDIMIxt19herfAp9yVXGmpaMt5510gs1Ek2uoEL1H3edbm1+a1bT9//1RqqTbNy+mcJjjrP+ew1+5j6mr2aoJ36LlqI11bRQjnR4zrjNj7HY+Ml2Kv53rSdoa++bAWJVE7smB0fYwVJ1nsvSylViwUlX3Tvad8SQbDbFXuQoVb6Cud94f18zpVl7rsTt3pX9KPhi9/F8LkQVBNKKNNa3pJm9zzvswA+BoIBjwD4CIA0AL8EUAWgFsD7fd/vepNTAABSSyv9qrs/h6ES7nRJAeoeAx4MaOc1eGtsKf1J4yQvesDt/K23MbIbqVGPN0XUkajuKw0OeXDNFhItbH+G0fe8VaRKGvk1I92d6i2XEOhlljWfu2f/UUaMDcRjNEBJOfRRI4FyxlgRP0svou+YoB5dffPEdjrDLVG6+q83nFa03ZZDjyQqAJF1UAUAT3u2+dZ+i1sPwHV+BYDEBPnqYrS19TaYcmcz/55Z5CDIfU3055PbVdghrWSlqRn17n0ZvpWxkuIv0zKo+DIrdw62Muo8oF5sfp1bn7Ub6aO/dkFgo0P87Ibb6dg/sm2tuxnda9p8Xsd/iRrcMhGp7Tou8AoPb+L9R3fyPnpF/QX1Xr9xKS3EJ8VXDwCJHYK8GlNsLtWpgaoKst36TNzDZ5XyURbl1J4jbDWvnHPsbKRVkLffxREGRGR727tfBgA8fs9GAMCYEjNWrAMA6U2yPG8lfNh6I5gVZaAbrOmJjzFyk4S+BDR+5Q+gpfI8rxzApwGs8X1/CVijcweALwDY7vt+NYDt+j2UUEK5ROV3anZ92XcBWA6gF8BDAL4B4JsANvm+3+x5XimAF3zfn//mZwKSZ1b4JX/zmbhGzM92GqtnZ/GkYxPWqKfWPu6U5VfTn2re5qCFg8rnZlQyypz7A+7m9beLj/sl54uOZihCfwV3/gG97jIAACAASURBVFinHEHdfqE0bnevy4NPKI+bl6PS01foz1sP9hRhAIYqXfFG5ilqiQHlRb1i3etT6lYTiNbPupnwyZPN1Baj3dTSBRW8994DTBJPOGMDmWSYQtdyzqFEZI9DT3L9ete4aH9Ci/qGyc83y8TgoOkqMEkadO9AyzXShIqEJ3RTw+eosvjiZc5pLyiTdnmA80zt4gX6ykTuOY9rYJFlABhVdiLvGH8fLJVFt0hY2F6XDklT3j4Ow83jvY03cy0NOhrU7Mbbbs8of78KS66ktl4yi519jxyfER+TLityYM7opHv2E42OzM0/XQQanWdo7Zn1MZEli1TxhJHcgLaWok26gWO9+7leaR+kdXDhrMNRfOrKZwEAj7fQ8vhA+V4AwLe/w+68/WsZE/roUkf88oPniIHwRj00fu2r/3nN7vt+I4AvA6gD0Aygx/f9ZwAU+77frGOaARS90XjP8z7ued5ez/P2jvcPvNEhoYQSyhTIWzHjcwHcAmAWgDIA6Z7nfeitXsD3/e/5vr/G9/01CRnpv3tAKKGE8r9F3ooZfzuALb7v363fPwxgHYBr8Pua8bMq/JK//xQSOmkmTaS6a8+oVpueftV2P0YAi6Vf+hYZ/azbn6LiYs/YzjFpal2U/kkGN04fdy1+UtUmelDtc7IP0zYeLuQcUttk5rvuTBiaqxr30zSHx1bwHDO+rdTYP5CvrbYzLz4mNszzRpPFL/c476NXwAnfxW0wWqC0k0Ah69cyXfTKGaZtsnMYnBw47lJLKQtp4ldk04RueLSKH1xJN2QwkEbLfFn12RvEhPoczd8ELWXb1QL6nHFjrnvfawCApx8l+f6w6s2hCrmUVmdmG99drEABSzHvWGvorFo+j9YrgiVm/DG7mmt3oZUmbZbAVH2zA4fKYzDXpW+TwD+1vK/RfJnO552fE1V8smeB5tQlTjel+vIFWKq/0V3HILQRsSEZM2xqi6ex7j0tvbMWAHD+aT7Q5PV0o7raJ/PVGUsvAKSq+nJEDR4nCnid6AWue5CjIecpvss9c/j7qNY/oqAzBMCygDYAROVNjWYAtT/4Coab/vNVb3UA1nmel+Z5ngd+yU8AeATAXTrmLgAPv4VzhRJKKG+TvNXU2z8A+ACAMQAHwDRcBoD7AMwAN4Tbfd/vfNOTgOyyVf/ycUwcovpMWe0OH3+J2nGwlDtYXANqj8pQ14y+lQFWTRXUJJZx5zQuuMEApNOkbDaDI7EHGMhKvcjr9MzihfqXcgfNPBQI6lmsTltiPBAn4ElCjkAer7mgnlkKozk8v3G6GbOINTQEgPwDkwErBkXNPkbtufHD5HZ76qWV8THRrsn7c2QVt/WcNAZujH8dACbalZZTKsnrmNxYMHmBmHf6A6AagWkgrvySCj6jllpqYC/drW1EtdzWetg42o3b3rj6IlFXYz8hzrkUaTXTSgZYCtaZjwli/KdrCE/+7k4GoopeUR1+B+fSdreDpo6N8rOI0o6Rw9S447Iic1RnEwQ3tb2Hzz4rUy2iH+O7OJY2ObAJACmdPO9EkgKLCjCKSBf9gvKWP+eUa+LH1W78CXa7MUth9EaxGu1zltvQTD2rmL4AetciBeJJOEvNbqw3nAx/ZNRHcPber2Co5Y01+1uqevN9/+8B/P3r/hwDtXwooYTyDpCp5Y0vqfTnfOhzKLuZTtiZQy6NNn8Fe33VXuSuGtlDDTUwV/xm4lxLcJt4nCM86Xpq7a2VzOc88DOWdo6sdL5Q0mFp/Tlq93uIWqm3WkwsxoG+zfl/xj/ft4K7qj+s3VYFGBmFzC4kJbitPz9dZatK2zV3qfDmjGOgNRnNUr+2MsUTurhrR/om78EG1wWAJJUw9t3MMSMNYtFJUenuMTe2W21+y2ZxfYYeonVhaTtPBUNpjQFeOdNQi3nP5Y/xfIOF4uJf6N4Xg6aWLaHmatnnYKUAsGQjMcKH98yJ/82660S7VXSyjNrtE/NfBAB8455b48ca75qVeZZdTothdFyxAXHgXTjvIM4GnrHUYeYxwbCFr7LCkpQbXf85/xccb1p6YN7ktsclZQ4I1bmfSafEBerMcphWqjH6pNVzbnO3nouPGR4X060hYv4Hr1d3nXjkF7iWzQNneb7xHPHgLeR5DrXQKojo3QtaY5EmWnATSX7Y6y2UUEKZYvKKiRQffQtH0f5LAhoSXbAci7MJMKh/sgoAUHiQu2uvurB0LuGOnbQwwCvXobJUcb6/lExCgdhyHpN01GnTmEoO3z2fcMnDlYR09tSKLCOHnw+Uuh3TMgBrq1ncsG8nkw1Z2rQ719FXT61xsNy6ZFomxlc3rm6lhac05yK36Vas5T03vsyFKF/LCHVjvRhYU1XqOuggsaahPrloBwDgZ48xrJzWoR3/z9rjxyb1cX1aj1Ib5SqwDoFF1izljbQtcCW6rTupQbxBvhrtq6wck5+ndASsjNXUeBdfoG8+vkjdUNWn7EQrNX3+QXfPvXM4fsa7aMmNSNt955vU6CMVznIYyxT0uJgWVOMezs3KhsvmUzt7AY72lHpeO5bH96V462QwVs9K+cSj7tXvu4FxoKQo1ztLUNvqPyKS6Ox9jl12TIQiiXv5zmW/i3NITaL50dLB96r5+y6tYHyHo4UyUe7kDy+JD6Qgw+FPenOVnpavvnuPElwyWCbUCWj27Nb4mNZ0zjfpuWy0TjZKJkmo2UMJZZrIlGp2+ADGPHRexh3uw5e5TiFHehSp1CZ3/n3c2eZXUwPEnmLhxHi709Z+mkpa5UvX+tRg0Q4VcSxyVoAVjOQv4QX671dXF6EmR9q4U08UOs2SIM164j7SIyWow2zn+sl9vbLPuWUczuf+mXMLYZkt3fTZ+yu4NcdqA+1LJGMqwGhspFWQdZTaaSxN3PDvcv5lWzvP982nWctaPMw5ZX2eGuzCSRcHsYh6YplIJpbQz0x9mRp3b4yWkJWxAkCmzpe9jvnjGVnU3sd7qWGMIgoA0h4llLlfVlfWq5NpvCJ1vNesOjcm4y6e93ybrBfRdI3NErNroIdZ6mn1MNuv+M16YRfUabfxAs9hpBOAI3/IPcH352wW4xTJeldKnhV5xSb3HBLEaDucpU6v6g9w4ALX0p8fCMeLXbdyG9fyfBotww4ZX1kq923bEBhjvQKFp8hWp9+EGI+tWe/Ap1Y2nXeQ9zSaNdn9zttKa7DmtIuPLPgeAxEnPzmC8UdCWqpQQpn2MqWaPRLzkFGTiH5F2B/64VXxz2yX614hQoeLnFprCXfgfhUpTOI4f4k7vnVDhRBdnvyd7Bddp5DM93FH/PGrLC+ECjpyDlnhCscuveJsfMzpx9lPyzq+rFpLIsI9RxhdrryHY3r+0uEF+nqEgDrBnbdgDj+LPUsNELvMWRsXDtC/y11IbTewu0Bz4fUyz3Mvbq13eVjT1pUiHlzwd+zgcjHG6+YcdtkEI32AJ1TXlby2kWJUbZY10FgVH2PUSR+t4Hl//hNmVxOlcCcCvPEpt9NvvLuMWZAfl7AT70QTL5xOICOG81xM46oCxj/q9/LeY4Y0k/bDiMsMDKsUeqhMFkqbUI8qVEnUc55/eW18zIl6rvvFbB7rKT5hPOstV5rz6+7DEG2eKmsSd6g7rL4d44Eq4pFsHnPqT/nHLJF2Jl/LWEn2w3wOJS84P/zkJ2ixJRaqKOpB3mPdDQzseAkuZ553kPO+uIb3btkVy6z01vE9mj3P9Zfv+EfOJaFnPJ4peiMJNXsooUwTCb/soYQyTWTKWzbP/9pHMbCf5upIQSCIkUlTKjOLZnpfPU305IviebO64UDRQJIaI0Z20ewydtPip2izdawMBDcqeN7CR2jylH2C5vqph5lWMVMtfZ1rNmm17V6t2F8FpBhWsUvSaX6+bsuR+JidNTTxjeVkQuZiVFDeYMvgFGXJ+mbTjDOmlIR+7cGlSs084Qa1r+bPxHIVV1zkxPMOCvbrug4hYb4YdM/SFUpt51yuvIMw3G1PrwLg2HgBIDZLAKIRzqFALaA7N3NtjcsNAPpnC4ikmvqLBxhomndFLQCg4UEWi0wEnMWUTr5vA+/mWvoHBCIRnLV4jTNP65WCzN1r6bTJ8FULxgWho1kKfvUsZxDVAErWSDKbnphr8Ahg/ATXxxiIcg6r5ZJQ0MV7XdCw5dNcnwEBoHILxY/wKuc6VMZzlFa7FOjyfIKBdtzH9TZXoGAN3aCm2oL4sUnZPP+8UgZlz+yo4lxmcQ4pqbyv8aOuYmvZNczrnr13Hk7f/1UMtoWgmlBCmdYypQG68bEEdHZkorBGfOVVjuEl92U1OXyvGGoCEE7AaYf0511NfFK/gi9/zF005/sMhLSsEytphrMcMvZzm45pV23s585oTf02vPsQAODQd5bFx/jX0xoYK+VuOtZLLWrFMqnXcfc9cK9jvI1uYtom42FaJm2beI+j87lj5+Y7y6T3FOdr7CqjSpFFxGpr7ZFT7nLaLnEPU4a5Ktq4eJ7rMZauQJHrjozB8+KHn8ljx6sV5Bnj/COykkZrA+lMlRB7Smf2XM9AU6qKWZI2ugAj1IzRimRShicrlJ6VvOc59wTaSC/gtStz+Zwviot/NJNjmw67lJIn1t6RbJUfCxhl3PKe2mKPFAdLaDnvNPHcr7uFbb2fP8nU4YBKgJMS3bsxVKYCnlkM4na9wnxs3xxev+FqF6GbOKn5r+YzMWZXCwBG1Ynm4m53Hzv6+X8r8kIh1+Vir97l5EChkGDWbQOT2zwbVDuiIrL8a5vjY/YeYArVXz6O8cfCAF0ooUx7mfKWzRWf+mycdMAggYArCeyeyx1sQC1rK2dTa+elcMc8dMaBRjwVPWRni+RBbKbRA9wVzTcCgPFKas3Kn9FEaN4oAg0ZEOPpKonMc3jDvGe4o7dfofkqtZd6QcUV4g5PWug6towep6YyMgx/M0EpN81keuoXO9bHj7U+bSkiuuiv4a6dVaOikyW8bkqTM8BuvpVApAkFMR5+gSQTBkmNjLl7tu4rlc/wOnU3ys9cyTVN+j41sh/Y8s0fbtykPnCtAgldSU3WcjIAAJGGWlJBnzRRdZ5HmgiQSkvhWnZ3BIqAVOIa7VDPuiLdowqdoo40FVkXeL7uah7rXTGZvDimjjqfX/ZM/G8//ptbeO/zOCbzgkqZ5/K6VkgV5PXzV/P5Jb4iANQylTsfpBYfDUx/aCafVdk2nr+Vy4816wmt3XeBVkH0iCt7rt5CWPLxpsmFQuk7qdljjvsEyWuYqu3u5GdeLye6YiXPcexFavGxTPecJzLF138sinM/ffMS11CzhxLKNJEp7wgz8799DvlHuGM3bXKfJanksfAyAfz/neCBxusElEnj7pWe6SKjeFXMs1tYMnv6GAtKrHQzGuClT23heXrnys8XkMIoSuMUQdUBn1SfJRzn1p6zXqWcTQS5JGdSA1j3FwDwk6lJ0mq4Iw/JV09OVxQ1AEqJnOJ505vUUUX97WY+yfVpvFKlkXnOp7P+alnp/JnwC6qF3lvpfw+3uphGsthvrZQ2ex61RkRT6D2kFqcBlzfaq3jH5YwyWzah9B6uzwVXgYrkZt5jopYsRcU4Fzeq2EQAj7TMWHyMrwIS6x0w8wn5pJrThdvc+RMFrMo/qiKfYpF9CHqc1szfrZcd4LIVFgexklpj2I3lCMob4Dex2IV/gs/Dny/Of5VFDxe5889+iPdW+yf8W8YuUX9dpiIggYIqHnMxp4YtOvacOhWry9ENW8gc++xDl8WPtQyDUX4Z0YhZItYhJn2ZA3J1d3KeiS1RNHzjqxhuCDV7KKFMa5naPHtxpT/3zs8hMipobICiKVk+3JgKFpLV0XRgtqCMilgmBiiOrCuKaRCvYTIXfO4SlzOvyuZOeL6b2qyjgVZBooogxtM0l4DmjZZqhz/AqPag5hLvGiqqoEgAojjWI+onkRdOWC90FTYMb3X+vfeK8AFLlcOWBjTSSsvvz9jmNGNfBTVsf4U3aU52z1nHnDM6JKqnaJc6i6r014qCCuTnt691z2HG4/x/8wZBUtVt1TjaB+YGaiilfWAUShZVVo4+Imssetbl5ofVtSe1Ub3oSznGOpGWvudC/Nia1+j/mnaet4pFUY0PV3ENVlObRhLc+hflcX2bmmjx5BXy9/7DKrxRvj1ICGnw6jLlxjsUJR9podYO9vIzq9He15wzItVcN5mUI26qwFlWKe38zN5xi5WMVQQsH0XdE3oUp7EiJsV1zHLLLHfvUd8F5dwjPpr/+euI1YWaPZRQprWEX/ZQQpkmMqVmfPKMSr/sL/8cfg5NEj9gMm9aTMjfjp2LATjGUmMdNR6y9OUuMDGo9kijmWL8FA9bWr0CW1nu3srXMD1Uf5ggiCVrWH116nnCWy3wkeRQlHHIZVQtlUfE856tevO0Nl6vfZW7j5Ld/Ju1kY7Opbk1eoppnbEsZzL7qTRhE1IE+xWn2nirzF4r0Ep1YzyZyAYG2nwFobrbdxHYEyl0AUy/jeb6nPv5t8EStYMa4uC6D6h91mEHGhlVmfcHb3sOAHDvg5sBAAs3E2d69qHq+LExtThafjXTTp1fIlb33J0yRfusG2GgwizV2IM51vjj1+bXAgAe+tXG+LEWuOy4jPOMdgkw02QtuRUQXBZIQwlIlb9Hrbh7+dnQHxPEUy6+/ZZ7q+JjDJxlz3G8QC+D0oSF5Y4jbuxRQltn3MnWXUf3EBKce5xjO5fwXOmzXQ4xsp0BXUuxeUv5Toyf5GJbi3HApXNHxbSTpn4H0W2q8LyCz9JrdRDqwsWquPvbFOw6/j30DjSFZnwooUxnmVLNXrQo3/+jn9yIHfcyP5J2g+PRiokTrPc0d8HxPHVLUe2yFWskzHJw0xXlZIPZfZza2VNNdJJaNVtnEiAQYJqlgJ8CIb540HMKed6+sznxMSWLCYftEPTRAkUpi7jT93eLg+50gGveijPEN5bcyLnEKqkt5s0MFHq8wACUcaqNFnFMUgsth3gAJ8cFJa27CA5xpx8q5fwTshU8rHNaOh4IMvDRca5lnIdNgcXiYqe5jD3VrKXcY0phbSWgpafeFWDk6LMuMQ9FBYz54/eQKfaB88sBuEAqAEwc4fjhUs1X65+xR4Cfm5rix7bsohVmbbDjadIcBrSsECrzV4515rLPschnTzvXtq2D62SacDxLVlSaC9Aln+C1l9xI63LPUb5Pid0KGhcEYN37Jlt1jTdIA+erMOkMr5dVEx+C6rt43gu9ajktGHSPAoHREy6AaXwCaY2ybMvUHLNrcipxpCoQ1JOFnHU4+bfyxoeaPZRQpolMaSFMT18antyxEtlipensdQAQS19lzaMGSXyQDk7HavmxYmkdb3UAlv1nxbxZrPJYFaiM6rQ555yve3GJ4KSmSY5zh+4XI4hBbWc+4XbxulHyl42V6G/SkFX/IoDJVo4Zmud22YpSxhTGfsSxzZt4PdOi1Vmu9PF0JTVX3j6xkUT5M/d1XUsuLnUAjaEItcC8TUxDtd9P+PBoJsemX+346oa2UUuXv4fHNpypAgAktvPeLTXZetrxrnsz6RP66gwz84MsBe767xyb8hmXzmwb1TiLvUh19KuOd3BAPdMOOc2VfhXvf7iZGj6hnseMyGCob3WsPKWX0/Jr38u1NGjtrfNY3HL/y2sBAAObnZZ+5ok1AICYLJ7UXKbnYgmc04xHOde6WwKMOGrvfKCOazn/+9TSzRuopYdHXTqzS0xKfUqNJQnkZfzxCYsZ9Bmudu9eogIsHUf4PH7yR98CAHzqOGlmY0OB1KTSfBZvSurjoqYpfjGezPlnXHDW5MW1nFP+sRHUDr25pR5q9lBCmSYytXDZMsJlh1VSmF7jdsyBavm0s9Td82Xussmd8tVlDUTf7TRjax21f06pAAbb+PuwUKAIeC4WZe+fqW4o6n9WVMCxy0Qw8MyhJfExFgNAP3fxlBZqg6Eqjs08Ts0+uNrx4kWkqYwxNlE7s5XoxiO9ACI9As9IMZUsoVZu209NltLBG8jb4vxY63KbkUJrorVFMQZNNSHgixY/xLk0b9D95HHMhHjWrcgipS0AK24Xr958AZVKpekFEvEaXEwgKuBTdB2tmdK/4PlP/AU1fkqB1uWY86knxAlnsNz+hZNLfyeezY8fa88xrVlAq16LvhuwRcCrGS6m4amQyWuh5vvgdeTXf6SW2QrvydxJ9wcAsx/gPXZXU8N2LhdD7VEVA3U6Ld0hKytnHa2O4jTO+/Qz9PNHBMcNPuf0UyqrXc91yv43rkfnxzl2dq7LMNl5JpaLeKSRzzvrHJ9Rv7gS0xsDhCOK8icOADX3hD57KKFMe3lbNLtFepdd7vphtX6LO1rzRuOC5z6Urk1qaKN6m/U5plLTYokiIlg/oxYAsPdX3MWjVzn/slN862ln5GcLppkqbR1bQj8tbZ+LCSx4L6Oobf+d3T1G0zmnnjmC2ErJjcx1mn1pJbVwxzerAABNN3OORvOUU+wS+ZeXEhq689fs0mrFGYPLeb7Uo9Q0wd5jy+eQEfbc41wv02pb1x4EADyxa0X82FUruL7t/8z595dz3p2rFUdQfn9WmVunoX9neWrPbM53qFzrJDKRoQqnRcu382fvh9X37GVFm+Vvjs6g1k4/4qyBwXJpSUGNq7/CezvzX6jt0huc/km4ihovOYnz7TjBHLfBTrPPcS6di53/HVPRkBUkmXjKmdvfo20uXGVlztY1tmCHsjm309Ia2FYcP7b0JsY/zpwkO67BfLNqed22NfKxm51yHVJoY0xl1GVLaRW0KdsQ7BKbuobsI2MvqG/99SLJENf/+Ot8+uB6jCf7qP/2VzHcGGr2UEKZ1jK1CLrZ5X7Z//MJJDSK3imQi+zZRG2WdFKaVduQFSxY4USQdmlIG66RUI7FeIwhwvoWuMi65WjL1G+8ayd3yuFqlYo2068aK3Rjip/j+YZuJxoq4Wn6x10rOSfrQ16/zbE8lrxGjVV7E/3hiXRt2/JVzc8HgAFpOcMDFKi8N/tT/LzufSX63N2Gob26Fss3FB6h7ElqmMFCp+W6V0+OLSR3SSuIwqpn8WRSDgCI9HN8tIIXjeynxjVNkuWMsTiqsUet0PKOqcBp7uSccPJSl8cfPs41HC1Uf4AOK+PVXKKBKLb6vxta0HAHGQuYsTGNn5fqypJPNzPinXyU79HgbBFPKu5y7RWkHzv8teXxMVY6m6rcefe8yKT7m3edu+lDZxlLMtRjST7fjeYTvO6HNjNGsL15fnxMowglzZLKe5n3ZSXNf73lkfix/2PHTTxGGZrOtZqE6MIiQ5MRlAAQreL7H6vPYBfXsBAmlFCmt4Rf9lBCmSYypaCahIQJZGcPYkCQzkjAyrYgm0FHrYAkRWCFov08uPFdbspelezbGqYncpfSxh8f1flTXBoqVUwxvc/RNB5awN9LimiGZX+LZt+pj7lg0kC56o8F5U1OpHW0YQmLQvY9zV68XmAVF/4TW0LXHCRLrTHWWFFHz7xA0Uba5IBN7Rn6JU1f5N8XzqoFAJw44XpbJ+XR7bh+DotPXniEXORdMqWTAxxuXqKKTjaKybVpclPJtAsC8Zx2EaKmK/lzZRl7N+07zaaWd259CQDQMORALzteYCA0tVVpuQkFV1dwEqMCKo0eDLSvshbWO9US+l18rqVquBjLdosZy+F5C68lLLr7IQbFhgeYa+qWixd5yfGuJy4S6KRBLstSnn9MDRO3HeczS1roLN0RwZRxFc3hpJ2cb/981ZCPuzllHlO6dQ1dh065g5vFTvzAz9nS7LJbXS+BxgmZ8Wrz1FeluYo955/2bIkfm1fKtetaxjkk6h32VBxlz+HnT1wZHzPcLL46H3FegzeSULOHEso0kSkN0OUuKPSv+eH7UP+vLJO8uDxQ+qhgTnqdFQCoiEOBrfEcFawccAGurAv8W9sq7rwWwIlVKCjT63bkucuoqRq3sUAiSfU0g8UqoRXk0wtYGyW7FWz7sApGCrnrRn7InbpzkYJhgXCI3Ydxhk0oVRIvygkst8E/l89nOufwQZZLZmgNrMGjsasAQJb6Tvao0tQKfOIc+YnuAvm7pS3zxc5SoDUtD/D4AcjLccVFHecEVDouhtsruAbW9DAhAKoxjV7ybs6/Zi+DV9k0OtCrOaYFACDJ3dK4Ymz90CeeBgAc7KP1cu6ri+LHNt2oYhmBj3ytbXwNxQaUkOiiVRFpz5EeBlxvWklo7eN7GZBLaeWaZNW4dRrJsIClSn5rlFrVq2bFKbw2j110OUukz7Qxrzbcz4OXzqYVcuSUY0HOUbPG/iq9azNpka6s4DtZ++158WPbruM9lT8iFuT1fA4znuY7XXejAr8B9hzrPtN6pBiNX/sqYvVhgC6UUKa1TKlm9zyvHcAAgI7fdewlJAV458z3nTRX4J0133fKXGf6vl/4Rh9M6ZcdADzP2+v7/popvegfIO+k+b6T5gq8s+b7Tprrm0loxocSyjSR8MseSijTRN6OL/v33oZr/iHyTprvO2muwDtrvu+kub6hTLnPHkooobw9EprxoYQyTST8socSyjSRKfuye563xfO8U57nnfU87wtTdd23Kp7nVXqe97zneSc8zzvmed5n9Pc8z/O2eZ53Rj9zf9e5pko8z0vwPO+A53mP6fdLea45nuf9yvO8k1rj9ZfqfD3P+6zegaOe5/3c87yUS3Wuv49MyZfd87wEAP8K4EYAiwDc6Xneot8+asplDMBf+L6/EMA6AJ/QHL8AYLvv+9UAtuv3S0U+A+BE4PdLea5fB/CU7/sLACwH533JzdfzvHIAnwawxvf9JQASANyBS3Cuv7f4vv+//R+A9QCeDvz+RQBfnIpr/wFzfhjAdQBOASjV30oBnHq756a5VIAv3WYAj+lvl+pcswCchwLCgb9fcvMFUA6gHkAeWBX6GIDrL8W5/r7/psqMtwU0adDfp20YQgAAAe9JREFULknxPK8KwEoAuwEU+77fDAD6WfT2zWySfA3A5xHnlQVw6c51NoB2AD+S2/F9z/PScQnO1/f9RgBfBlAHoBlAj+/7z+ASnOvvK1P1ZX+jKpxLMufneV4GgAcA/Lnv+72/6/i3QzzPuxlAm+/7+97uubxFSQSwCsB3fN9fCdZHXJJmsHzxWwDMAlAGIN3zvA+9vbP6/0em6sveAKAy8HsFgKY3OfZtE8/zksAv+r2+7z+oP7d6nleqz0sBtL3Z+CmUDQDe43leLYBfANjsed5PcWnOFeDzb/B9f7d+/xX45b8U53stgPO+77f7vj8K4EEAV+DSnOvvJVP1Zd8DoNrzvFme50XBgMcjv2PMlIrneR6AHwA44fv+VwIfPQLgLv3/LtCXf1vF9/0v+r5f4ft+FbiWz/m+/yFcgnMFAN/3WwDUe55nLIzXADiOS3O+dQDWeZ6XpnfiGjCYeCnO9feTKQx8bAVwGsA5AH/zdgcr3mB+G0HX4jCAg/q3FUA+GAg7o595b/dcXzfvTXABukt2rgBWANir9X0IQO6lOl8A/wDgJICjAH4CIPlSnevv8y+Ey4YSyjSREEEXSijTRMIveyihTBMJv+yhhDJNJPyyhxLKNJHwyx5KKNNEwi97KKFMEwm/7KGEMk3k/wN6DUmAwAzmHQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "square = np.random.randn(100, 100)\n",
    "wide = np.random.randn(100, 1000)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(square)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(wide)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing inputs / outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "remove_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb25f683ba8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Remove input\n",
    "square = np.random.randn(100, 100)\n",
    "wide = np.random.randn(100, 1000)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(square)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(wide)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [
     "remove_output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb25f6152b0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Remove output\n",
    "square = np.random.randn(100, 100)\n",
    "wide = np.random.randn(100, 1000)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(square)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(wide)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Removing markdown cells\n",
    "\n",
    "Remove the markdown cell below (below should not be there)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "remove_input"
    ]
   },
   "source": [
    "This markdown should be removed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Full width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": [
     "full_width"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb25f6835c0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## A full-width square figure\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(square)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "full_width"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb25f67b550>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## A full-width wide figure\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(wide)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb25d5130b8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FC69TXbaVfdb3mfpXZVQiGC1B8sEh0UaVomT9TO2OQ3Y+ZLQo7LpMFGR165fCpYK9x/V/7Ex/VAdujMmBfwx8EbgGfNYY8+5f9RnZyCze41msOJovqCwrJt4VhM+PaF5xmb2wiZpMUImg+nqJtGE48m8lSebQeToDDf2HM7RjwNP84WsXKO0YCl8gX+jQPwXejkK+XSM6lOP0FDc/d4rhqYzawoDmTYt315YNwXyIjCXOGHafyanc9Ah2BUXJZijRlGB0OqXwDX5PICOB0YKtJ32StiarCiobmtGChzs0+B3F3uMTxJMGI6B+3SFuSpwQ2PQprwu2P5ThdwXHfzdh54LFV7tnoPbL69SvehQBeG9VyI7F9B/SFD5UNwqKAO6+uoTXM6QNw3heMF4weH2BM1CIXNgSsAZ7TxRMvm3IKoZkUiMWIrKathivgvptwcovaCZec5GFoHrbJVzU1BoR8XRBec0qkjOSYKC0Jag8kMQfHqJCWxUE10rkFWApovxA0XopIFzQFPv4X++JhNGxnGBH8MzJu0y/IgherRLOuszOdXFDQzQj0COX7acNKoHkdp3KusF4hqJkaL0pGc/D9Dcdmm966MDQulaQTIC/oyhKhmQ2RxjonzIkbdtnGD85ZvN5DSMHNxRU78n3selo2gYgd2Qzx9L3qkSpaw1rArKaxhkL0pogq1k4qvpAUNoxODE0PrzJeF4TrLuQS7QL4YKgsqJovynpnYTyhiC63iTdKlNecVBzEYPTOWIfw06ahubbLuUVh8mXHRDQvGmdsXYgOxbRO6cpr0kGpzR6OyDYcBgfzjnyuRzndonhUUM8CcOjmtHFyEIY0sIn4yMZW88XmK7H8JBE9R2cocT/5DbeELLZjNlvS7yBofZ6gDgW4g4k+XyC3xXWHh6VpNM52fkQdyDonBWMrrbIS1C/Jcmq4G85TNTGjB+P0K6h8A0PrswiPrGH/+U6MhOMH1SZesvQewhKj+/R/N0qMrU6BbYnU26PSSY1p/51wspnrM6H8xBda1K+43H482O8vqD/kCbsBxz+PRtYzNihebJD4z2FGCsq64JLF27gjO1eV79bJtiS1O5KHrzgET49pvUu5BtlWlcs5BktZeQVA8dCJt6VxG37+jP/26vsXJ8kbhtUImi/ZW1hcDJncMxWqrf/W4fF51a5950l0hMR8UyOUXDlC6f58r/9ANGMIZ0qmP2GIm7ZZLB+F/xXagSbNmiMZwV52Tr5Rz55ndKOQWjBwkua4fEcZyQprau/fQe+78T/1Bhzyhhz3BjzT/669+ehS/XhDpOXJUWjwDiGrGZImoLS96q26fF/TmHWSohcUP7YFnlVs/GMT5K4BMsepXWH6nRI+XyXE4e38LYdkqYgbcDoxgRFSeOGgmghB8AbCIZnMigEg70KRoL/RMeWTK/WMa2U6IMj3D2H6JGI8ZxVICcUZHWNiBWtM3uMz0eUNiVi5BCfjzDtlMIT9E9Itj9g6D6bIBPofzykaGV0z2nbYAzAHRvMdIJKDUIaGncK7v0jQ17XjA/nOBFsf22B0q4mbWhUAuW3S8x9xzqQBy9Iyhf20K7BDUFFgqSlySYzsgsj/I4g2JE4IwECFr8k6JwR1C/sYTzDwu+4qMTi48GeoX/aULnlEbcFzRvaOqSlIaN7DZxQMr4UUtnQLHwjY/4rkmjaMHooxf96HXcomXzbZgiigMk/tt3SvUcNlVWJvwflNWUbW9qWqK++fJrdT8TIDLY/ULB9bYpwXlJdMcjYlqWDo5A3c3aezyitKYyEvUsZMhH0HoK4BY0bgs1nBJPvFFSXIT8SQyEobQpEYXHfYBcWfsdl8nsKt2txx9ETEeNjGbU7Dn5XIIeKuGUd+eiQhu80MQpKu7YZVlkz5GW7VsPDAj7SYXRIMDpasPnODLpkEOcGlO+6pBOa6qqhtG3onDfIXBAuGHRgaNxQeEPIE4fplxWi6+L0FB/+yJs2w7uSk3y6R/SRIXuPGry+IWkZFj/rUlpXZDXQvqZ+W+INbNN/53HfNqilwZwdMvWaQK4Hds1cjRNC/bpLeXKMKAQTNwvcUFC/B+FL00TThrkvOYxnJPIzuzZDvV/BDcEk1lE4IZTXAWGofKtCaceQH47JWgVFCYbHNJwbUt40bO/U0bs+3uER6WRBaVPi/bsWAGlTg4TOWasLzu+36Jy1fYeFL+8hR4rpNzP02w38Pcnah6o03/Q49JUIr28dfLBnuP/JMrUVbZue0rD2vMPoMFTvOPT6FYqStVdRGN7+3FnCxyPSpiFcMBjH2qB2IbhSpvcQiKmE0SHB3mOaYM2lugLOu1WGPx3SvFvQPwF//DvPIjNB0czJZ1P2nk/RHtRv2qpYZgLndonl7y1y5NIqpu/hdRT1lYJg1xBNWcdfveOwd14wnpGkTYM3NAyPaOr3NKIQ1O9pomMJqpbxxsohgq5m7tuG7n85on7LIZvKSJt/OdVbvfjii39D9/3/Xv6nf/Z/vOg+8yzhrGD+q4rhQwVu16EoG9xQkNWhe9ZgfBvNk5UqMhP4XUHiS0o7krRhSCIf7pXpVRSm75FOafKGpnpfkbYM7SuQVSTttyS9RwpULaPxhg+pIp6CuF9i+nXN7pOa+hWPcVXiLY45/M8lScPDKDj58Tt0HA/vZsBoVMZpJeSxi9eVyJ5L80SPqFMmq9rGkRjZ5yjd8CGT6LKhOD0my13iSSjddxk+E7/f1BrP8H5rvGgUuF2FykDFEndsSBuCtGEzP3ckGUwKGm+77F0syCcKKCzUUHvdQ7uCtGHQJdAnx/RnHXRgyJcreH1JNKnITkfU33bonQY9mVIYZUvcWYGuFjilnNLVAPPoiMpLFXqnBbVlQ1pXZDWBEYJgb7+RdlSwcGGD/M0ao8OComQQRiBTQdawZbnsuky8K+k9nuEOFPUrrjW6e8r2Co7mtkxekSQzGgpJ64qisqww0jJeipIhrxqMsEbvdyE5H6PHPuEi6EJy+l8O2XzexwkllTWoL+fsPOoynoPytrAsiumEUi0hHfoWo+1I0gZEiwWmVFC9KzFKoF1B844hnpRMvpMRLijGSznmToWspikfGpHkjoVllCBraqjkjOcgrUiMsqwP7e4H2cn9hu2UZjwtEK2U1mWH26vz9E9KOk/nVL9eYVRxCbYVwyOGxm1B56ylL9VWDIVnoYrZlwtU16UI7PX8PcXs6V12ohoyE7SvFSQNRXkbEAKzGZCXoP9ITuM9WykMzhRceOIOt5wWMhNEu2WcUCIeGpFoF9VKqdxwMEKAEGSBpLwD0bQgrYHbcdAnx+jQpXQ1oP9IDgjcvsJ/LyA/HpN6kvG8wB1aW/V6FnrImgavJ0gujsm0y9aHHUoPHHaeMRRTGVnVoJcSTjyzyl1vCr8jEEZQlAX1u7D9rKay7HDkwjryi3WGxyA/EaFWS0RzBUynRHPa3uemR16zzjuva+p3BON56wSLwFAIgdtTeD1J8eiIPPIpKob6ZY/tDxjaVyw0ZyRU7ytU30ENHNuv0oK0ZTj2uz0GJ0pkx2N2N5tU7zlE8wX+rmLvYoGZSZFdl7RpmHzLUASCvAqDiymV2y6jI1BMZng7DoVUiKFD6aZH7kvCBcmTT9xi4+oMk69DXpbsfvuLGy+++OJv/kWf+mMdpXd7Emfdp3rXYfMSkEniIynJoRSvb8gDw+zLAn9HoSIJx0IaN9mn0cH48QgkNG5IkqkCea2KOxR4uwqRCsJ5Q/WeYvPjKclUwe5HY3A1cqXE6JBtVCKgdl+w9ZTE7Sr8vsFtJKSrFXbPlywrw4Wrrx0l3agwPprZknovAAFODLV7htGrk5Z+qGwTrrQlKG9Igl2DigWTlyVmuULlgWUdjBc03q0S/pbDeFbgbrqU1hwm3lJMvO4yPpwznrbl1OiQxeFqy5q9xwz9MwX1V0oMj0LzPQdvy8GfD/H3pIUOLo6orgLa4p/OSCJbKaKwTbGlz22j7pUsfNMRiI7H1LlttG+o3wE1UgRfrVl2ReQyPAYygZVfLuh8PCJpaWQqSCYEyWzG9GuGBzsTDI9rZALN61DMJky9nWGk4cz/sMn0ZRuf3GpKERiq6wV53UJBecVCCI2blkpXqsfUbwv6x2FwFNsw3hOooSLYdnjhg+/g9QXds4ai4zM8VmAcUGPJ3V9sous5pz50l+55zfAf9TEOZK2CwXGNdiDtBmTvNN6nmxW+hTnUUNH+nktaF4wXC9KmYXBYErcN4axDNGNoX7ZZaeOWIOwHtC8rmtcFQoAq58x8wWPyZcfSOGdjqssS3cwpbwi8nsSJDMGKhzOS+DdL7D1mkKmFsso3fQBbIu9TzJ77tcsYBxa/EbH3mLEMpj3F8i9A95whPJdQXrV0xb0/WyCdLKiuGmRus3/tQP+hgvFjEUf/JGb+i4rRR0cUgUCNJG9/5yRz3zbEp2KLtzY19T+tInOBd7VM52JO805K73yOMxYUnrDMlb5lrqgbFeq3JRMfX6d836Xxtkf7isXei8ihflPhzI1J2obZ71onaySITJBXBN5bFQtJPvAobxqcvkLueDhdhyJRLP/BMSqr0HssI5rRJBOGnac1KEM6YVj+9hLNf7CKLhd475Zt1bXtsPAfXJxtD7enkInANDPKaxJnMrJJSqUgnSrACOrXXGorhnjSwK0K8UKGOj6i+FSXYEsxWhTMfytDJYLaxzbxBhAvpRgHwqM59Ttw+1ebOGNQSlNadQgXNW5fsXMpR40l1cslisCuy3DJwlX12+Cs+YSHC/KSYearrq3cU0FetbZU2rMkjDd/5xGCjqF7SuEO/3Kf+mPNwP/H3/j1F0u/cJGTT60yutLC7UvKywpv16F/2uB1JdoRjJcKKmsS/47HaAnStuWAql2X5g3Lux2fypBDRVY3OJHFaKPDOe5A4W84pC2N98DH27PKbhzbwMjaOf6OwiibMUYfDOFuhcVvWPqayixFyu8K2lcNcdNirU4oyaYzm+leGKOnMkzXpagZ5r6miKcE43Mx/oZD0obKpqHwLcYdLWqa1yTm0oAXnniX26LBwh8JOucESz+zypqo0bzqMDqT4XUU8WyB11f0Txr8+ZDJmT79qGLx3aUCFUlaX3cZHrF49rjioGKLTavM4nNi4JKeivBXXHp/ryCRyvYfjH3fICqhRhI3FKAF5S3bR6jeUMQzhsqaRA4c8kJRWbcZoTu22HN5u8Bd98jLEu0ZBudynG0P7+f3mP0XmtXPzBC3Bca1wcJI6D6m8bdcsqrBORxiOj7DCwlZSWC2AoIuFE+MSFxB6YFD60bO4KkU3c7Z+5NFollD0JHkAZS27L6LhRhn05auu2tNjl9cRf/rGQpPkk4YKqsK9dgAHpRAQF7T5BVD1i5QY1uBeD1B6+fXMS830IENeO5QED83gl2P0k/v4n+nzN7jlmVRueGSTggm3pZkxiM8BN7QslTUjkt5SxO1LfV18aWEzsMu8XxO46YkmYBiJkWEDkHHcvXFn+PJVzbgLTNDsKWI2q5tuA1tFeGMFBPXYXykIHclM6/ZxrUoF0QtgUgc4inbB5j7NoQth8ExFycUyA1bebihpZ0a4eB0HLQPfkfaeYJcEB7JUUOH7lMFqpKTa0XSNjgjiTCCeApkLkgujjBfaBF0bZbaPyWIFjS1my6jo5o8UxTtnNG8pPqOR/vdjKymKDzbd6iugn52wDDwqN+xdqg9kDMxUVnidxSVB5Ksahv2RsHx0xuEtxpox+D9UY3hYVsVNm9CPAm9p3OaV6z9OmOYf2qT7bxCkSvEkQiN1XORC5LjCarrIrAc7sapLublCeJBQGlbED05JlYBsoBotcp4UWMUzH8LopYiPJtSXxwwjgPqb9o+Ul6B8qYg9y2JQjsWSx89nOJ2HQZPJWSnEvLUhUZG5ZZLeAgqt10EMPm2oXdaIApJsAeVLc32pxIWH9mi063ReelLPzQD/7E68P/5n/76ixfuPI55IWJ0o4nfNQwuxejcoagXFNM5cuiAtJBA49ltRt0y1WWFzG3mlLSsIy6UwjhQfSDxO4bp14cYUyKegmgpp3rHJTqUIwqBOB7i3/WRqcAgyWvWcIqygY6HSgX9k5L8RIzoO1TWbFNsfDFm8kgX3q5hlMMDkSwAACAASURBVGD2OzBcEtQu+4g9n9IOxLOG1jsa9Ut76NcbRLNQXYFw0ZaQ5U3bHDv84RX2Ls/y4PV5ssKldynF2/DY6ddRieSRT9xg8K0ZxAd6ZN0A7Rs7rLHuk96t4owFedUGEpUK0rogmSmQiaJx22b56YQgq9vJgLRpcHYdjBJMfMNFC4fcFwR7krwCrSsCmVvFy+qG0VGDdi0XuLwh6J+25X/rPUP5Fzfh1SqNT2/Q61XpPGIo7VhFG5zPmJwdEA5LhP0Sw4/m1F73SNoC/5k9RiWFt+Ww+FXN3qUCf9Mh1S71O0Di4ncl8WxB9ekOg+0q5buedYgFpMrFX3ZpXU8ZLSl4ZMTsn1j81okE/ooNCMaxDjB+rcnokGS8WFBaV+RliDMXry9J25pgOgJfM/+HLqMlwSc+8hobX59nQ9XwLvYQt0vkpyN07FB9w6N5R+O/7LP+8YLqVEgy8NFYbi5CMDqV4fYl9RVDVhEkLUO4KNC1An9boTLJ6LANesNzGdU7Dv6GQ3nLcqKb1+0QS9K2/Ynw0QRSRT6bkdatvqctg8wElcc69EWJ4IFDOp0TTyjcgaIQ1uGFh21PSc1F5FGANxAsfi1i6wMuIBifiQnW7QRZVofZZzbguzUGDxVkpxPilubMiXV6d5v4mw5F7qDLmtKGorxjewxTlzbp4OPdLhF0oXcaskctHa503zbgs2aBjCRq6KBSC8UMj0i8gcAbGfKKoP94St4JMK6h9lQHfatCsAf+PQ93qFCpIZkQyEeGtF6yQTK82aS2YkibgtFPjXGXA9LJgrQmcUcCoxVOaBv70eGc7HsTlNcl8UJB/eWAuCZpv64Yn8wp3/JRCaR1gzcUcLNMUYJ4KSOtCmpveYQXI/xVl8krGdkLIWa9RP+UQU+m1N4K6Acu5QcKYQRBVxNN2f2qPpAYYfczmjW03nBIWoL6uwpvxdIhp0500O9V8XpQVASigHhSkrQ15Q1B2rR2KHoevWmBf8tn+5UfDqH8eDHw3/j1F/mV59nWZYyRHPu5e3Tem6K0KUjmCrx1j7wCeiFGDlxa/96n+ukduqOqLXkT63SMA/Fcga4VpIcyxnPQPR1QXbXjapVV200uWjnkkuCmT141FBVovQfp0yPqr3pgBN7AGp5RBuo59TetcdfuQeI5jIZl0IL0WMLk9wzhguU5GykYnrDZsDtU9JMKtWd2qf9pwGhBUl0zzH87JJ70CE8UdO9N4HcE1Q9vkaxUCA6FRIXLwjeAQrLcb7P4jZiBrCFOhOSZAl8jI4U7EoSnUvwdB2dss+WJWzmD45Lmo3tUH+uxnVVpXzV4AwFK4PcEfg/ixyNi17XBbkXi9wzuANzYMDhmHd/U24bCUZS3wBsYdp82diLxcMyw4ZLeqDOeg6RqiJUkaMWYXR+VA7lD4wsetWVIq4oUh2RCcPhPx/SegXToMXFVsvOLMZW3SoQnMktr7AgGZwrSpibYdhh3yxz9gwznV3cJN6qE85AtpeSeJJxVFD5U3vTZedpi4jqwzk3FkvpdGySjWUN1VVC7L+g/mqMiSfsdi58XD48xN6sc/mxB/6hL8ljEzb1p4sBFHhpT/mIdbwg69qhc3KNT9hmeNGSBixoq1J2AyTdgeFSQThW2WkSSzmWkJUV4IqN5VREezy1DRUDvIUPzhiA8bJh4W5E2bDZde6DxOoq951OSqqS0bafy/A2HyqogmjZU7zp4j/YwJU1aguJelbydk5dB1jK8dRdxfkAWO3baNRUcOr+B+lybcAlAEM67pCdi0kBQv+qR1vcz/TVBuFKj/0hO6w2HaKmg9lZAd0pQec2nKAvSwymlZY/6fU3rvTFbzynKf1hFjRzGSwXRNJQ3Jd6xECRkmUuwJ/A7tvoJdiXZ8RjnUIRaDqh8ZItwu0r22Agdu6ixpHZfUf5GQO+MIGlZmLFyoYO5UyGaNuiqZjilKG0qjILqhiF9YQDX6sgcgm0bGMIjBbqe4wwUzduGcMlSIUt7mkI6OLFAe4JkEir3HcJTKc5IYVwo7UDviQw1UsixJJ/OKKRCdR3iUwk5Pkni4x4fIldKlO86qNSQVSS1FdCuoHvOoH2DezQkjT2ypRRtBNX7ivECpAsZ0awhO5FSVDS136thFHTPa7y+JJ6yiZ52JEVJMD6SW1ZQRZBFtsfVeen/Bw78f/1ffv3FmeOXSOdz3B2H4ZUJzn70FlsrbaZfFdQ+uYXz9SpF7pJXDYNjkl5iKVTD8wn5YkY2WVC5a+do82ZB6Y6PQaDLmvYVw85FiA4VVB4o/G1FaQvb1HEsjzv3JaWrPtGsIJ7WuANB/Z4hL0lSTxBPCoIdweBCCrnEBLbBVlpxMVIxPGGvHR7OKa86dqAntyyPflYiaUra1zSdcwKtPPonwbhQWbHTktU/LdP41Caj2CczkvH5jKgi0RMZnbMKtGTy6y4yVXh7iqk3C+KWZOKqYPCQRiWSeAr6JywXN96ukF2pU7sPWy/kyNCxAcmxXPDydY9oqbAUqY8NuPTh97izPE/557cY7VRBQPhkwonf2GL03+RkGxVkLFFjBX3XZonYBkw28qyRfNuj/5ABJM6TXfpumcKRyEtd1PUyyWRB92GX2ncC4uMZmeuw8IdQBBJnaDOl8BB4HcWRi2vsOD7Ntx32zrv0wzJZu2D24R2Ky02csW1iZzWQma0gasuQlyxuqD2IZvcx5U3J4JEUb9ehfQV6j+e4uw7GEeSxS+XRDpvTVUDirbkUcxlyz8WdiZHLAUnbsngGeKixZPY7Fl7IaoLgg7t0VQWVgkwk5W3bm2m+oyh8gRorkgkoHxsQV6G07CJzgSwsPJBXBMGubWaBYHgUyCSVNTu2X94xDI9CNG+xVGEEY+PR/ppPWlKUtgQyUvgdiei7xEdSip5P44YDCBq3YX3KY/Iy9I9JZC4YL+YsfN6hcByKDwxwln3iIxkyVqgU1FihPUGhHeKjqR097/p29D1yUCn0nkkYtcuIQ2P6SwKRKGr3BZWnOzQ+7xKHFcYVRe2OYryoyeoG4xryCpz+9T67hybIKzBIfUQmyTN3fzgI/L5g5xnN1Kv2XAl5dsQ48lG7Ln5P0H5FglY2O57PGR7XZKGHvycxHtSe3UZfq5A9FCO6HtmhlKiuOPoHBR/8715j7VsL9M9oyk900HcruKHAuJBX7B66oYWFSusOMoG0afjPn32Zm68foX1pi+ytJsJYaIvtgNKO4egv36b4QgPx0R6dKYe0Ynn7RcVQfS1g+s2M3PgILckrhnQuo3rDo3pfkkmHym2H0SFBeMhQeaBI64ZsoiCesZBgcM8lPZRSvudQlGxgziuG7ld+OITyY21iFgFMfXqV1rc8nLGNuPd/+yTeAMaTkvS3Z9h9urANykQw+4otzdKGQYQOSmmCWwGFJ4hnc+a+5OCMofWO4MgfaHonHarLEqfvYCSM5wzxpCBp24kmUcoRuUBoY7miWhBfGrF33mZpbk+hpmJbIieK1hVpDTGD5PwYmRvmvikZnMpxhgphwFv2SSe0ndiThvIGdB5S758xks1kTH3XNjH0dEJeEux9eR75Wh1v3cO5Wca4htkvuyAt8yIrC7Kybdo++BmLo++dF4hUMPVWbseeB5LhiYKsYpAf3iOeFFRveCQtQ7AjcAegS3r//A9B3BLEKzW+9mcX8Aawudug/Q6YxRj3Von7v7JImjsYBxa+EVJ5YLnY4aIt8UqbNkjmNc3OkxpdKezBCd+aYOaJTbIa1H6njhOCO7BN6L0nc4JyytQbmvt/F0aHbJkpNOS1guLsiNv3ZvDuBfSei0EYJo51kJEk/JNZq6BP9Wjcz3EiQfhITB7Azs+kpA2DMx3hdSWmldrzMvbPaZGFYe0Fw+S3XAYnNf2HcxY/sEZ3zdLVspqlQM78vo92oXi3jtAG81SfrGZoXLcsntJuxvCoHa8uvjTJ/DdzSzN8uEvctpO32rM48MyrGcGeILrRRK4HDE5nuBe7iAKyQwkzl9ZJJgR5ybD3eEHhW6ZKuKiJZuyeuyOBCiXBtqDwDOSC3ml7Ton5UJfylsE80ydezOzI+YYieW6I/1SH7edyxJ5H57SLc3hEMllw+I8Nax+C8HiG+m4dkUP9bduTMALShqb6QON3BM3LPu3frVB4MLoY4fX2z4YJHVrvaZx3q/irdvq2+0RGoS2DanAuRZRz0gY88YGb+HsSqjn+nuT6P27hnhrQuAlybHswNFPSuu0z1JdzyisOnYdtgM7u1qi+UiaaMRQBPPiYYXi8oHFHU7/m0LjqMvG2smfuJND/7jRpE/ROgDNnyd9eV7L8cy5f/OwzbPy0prKqmHrRxRvyg3N+GilOaGcC3KEgeXxEMmkwEv7d559HK1i/OUX9nrXrtG73eu/JnBtfOElekvRvTyB7dgp75rUcZ2jPsNk951H4EOzY4wXk0CGtG+KWTTjcoW1MW7jHzhx4e3Ztpj/nkzZh6is+/sCgFbSv5vidH3ZqiZUf73/o4BjubU4SHhLMfjcCLONCFNA/W9D6r1Y49AWglpO3c9xf26T09C6lHTvimqeKeNIuqkwk3VOS7BnLob3/n9hDboqAfT6wpe/EU5rGLYgXMrz7AfFcjvYsRqwS4HaFfDolPj8mr2vanw9IJjXejmUfCG3H8A//S0vvUYkdL67ds3zZtKnt0QCrBuNpBsdswzQ/EdH96Rh3y6X7MMQ/N0AoQ2Uzp7Kh7cFTSzFZxeB2FZvPa0r3XUqbksFxm1EWQ5fyumTwaIJxDN5AMvoHfdKmJpkscHuS8pYg/l6b4YnCHgqWCgbnU0aHNdOvKKK5Arcr3x9yEYWgdy63OGanwLtmu+XlLcN4vYpWcP9TZbrnDI0bguhIihsa4mnLGKjdtvSr6k1LkdIuDP94jvhUzMZPQXVDk7Vyq6Rdh/rnqkRtSXDfQ7uGeFqT1cDfcSh/p8rE6y5GGia/HFC/uEv8yiSlw0PCBUNtVaNfbTI45JBVDPXXA/yusVnzUFD5pp1mC24HVI71CY8UBCsevTOGyrLD7lMFjZsCWc0o/umMPRAJmP2eZngmY/D3BmjPULsP3adTksRFnRztH9Yl2HzaR2Z2xFolhuW/Y/CGEL/eIqsZqiuCcAHi2YKtJ127p+0MrysotSPEVycIFwz+3YDtb82Tlw0n/s06MpH4XVvpff8sjt4TdmCs/cgO2oN0sqB23x6pMP1GxmilTtwWLP4TKN9zEQMXJwberSGEQQ0VOtDkAag3axhfs/wpi10333IZncgZHSlwPrxLVtOMTmVUVyTDJUl0JiavwO5+IoOx1cX40Qivo9j6ALhDWPrSmOG5FNVzyL7dZu2nHJxSjhCG+EjK7X/zENoBd9WjCIwdtnq3Tv8kqJkIFQlM6FA0c8ZLOWvP22Z03tCYh4eU1wQqtXYpU+x+aUHvhGR4TBMuGoaHITyWMV7K0a4hLxsaR3rIa1VEx7UHY3mG+HxEZTrE6xt2nqgTzlvdiw5nlK+UCD60aw/A6xuyTkDhG0rb9kC0rGaYOblL5xFB+13NxM3cHoJmoPn8JoMjEicUqLkIdyjonnRoXofB2cwmjidTW42tOHZEvmez6GcvXmPvYsH8tzPqd+EXnnsV7WM5776me0pRe3KH7WdzopYNGtuPOzTuFn+pS/1/5MCFEPeFEO8IId4SQry2/1pLCPFlIcSt/T8n/rrryFggVgNEBp0zAcHRIaIQaN+eAnfr8mEe/EIBA4dgzaXz+QX0n01SXbORqvJOQPOaYHwixQhoXdpE36jiDST16y7RnCbYNehjEd2zsPWMof2WYPeCwd1zSFsFpTVLD0sWMqae2CKra6rv+ogHJUQiqD1I0KWC0o5g71JG0tKIHFY/7BPNaNY+k6FiGJwwNpucSGm/YQ81qkyN7UThVIHj5ujIIa9qKiuCmX8W0P6yHXoZHJaMFzSm5/Hcc1eRGZRWHeKZ4v0houk3c/ALxucjVMe1dLimpnipjdeTqEiSzmR4PUP0fzP3XkGWnveZ3+/98snn9OmcpicnDIAZYIBBIBFIgKQoiloJWu1atih7V/aNZdf6wpavzCp7U5XL9Gptl13aG9lcS7VBK4lJJAgiEhyEGWBmgMmpc/fpc06f/OXv9cW/OdpyLSXbqpLVVVMzXTWp+3znff/heX7PYoxV98UCvwPVjxyMRNF4NsEaGahUYY0US9+K8Vrg1AKiSkb3gEVc1BTvI67SZWlX46mIg//SZ7AA1QsOO08laCUPWurJktZI5I0SVjXl+wk6MNn/bxL68wZmYa9LGCh2f2FEVBaIVboQYIYysgonEjIbSmsp1ZswmFP035sgrGfoDyvE9YSoqCiuyUwzrSaYofA+vIaBGUHvKWGp+LMJwfUqpVsm6YkBmScHdXmmT1RWeFdzbJ2zIFU8+nPX2HxWUbxl028VKN8ySHKKff/CwFjOkdwrMprVlG8ZlJYzkpzGO94R4FTLZjinKT7RJLOhcyqRCtwWaWD3hLzRyp/dxvthibgEhQ1F7XpGfHxENJFy9b+aQpuauTdHckkXM5K8htAgt6PofDDJ6ERA+YaF29aiLx63GL9oEFY1d3+5jNvRzL6lKa2kqBjid+royZDxD0ySklwyh/73BDLwdgxUpjn6z0aU7pm0G2XGPwLliGZ6tC/BMDVxUTTS7jNNTDtl+v0Y51YOraC4LM7LxmN5Jt6ymfwABkciqjch/14ec9WDyGC4oAjrGcn+gOIqFJeFM5SMx5jXCsz8JETFBk7DEu34rnQkhdk+zvkStS9v0D2i8ZoCUCM2GL8ofoT5HwnEzmspJt61GPvIpHKmSfUmdO9XmfgoQbuasC7MoqzjMForsvtwhhlAXEv36I4Gw8WUwQfjmKGifSZFxQb1jxXmuV0Ka+JrCL4zhbcjl0frpIU1hPHzFsPvTGOEENcyUHta8zygwFuzGc1mqIGJOt0lOO6T2QIZQ8OPf3ICoxzTPuHQPJvyh+89TvVmRjCuKV53SIqazpVxsMVsp00IphPpLv8yB/jexwta60e11o/vff7bwGta68PAa3uf/7kf2pRDIJhOyTcz7B9VAIFcGX2Twpri+H/TwNsWXWySB+NLTZoPC6nQGoEz0GCI669xeYrqTQhrGbmdjMzNaD8Zo1Zy1K9oSndNegdlxLLwwwivYVJYl/a58rGD+t8mmHkLBocSHnnqFrWriru/KNrc7rGE/C2H0n0DewCle+C0DcbedFEZ5BqCzKy94UlLl2qsNypyIdw1SVYKGANZwIz90hqdQw7DOcXyl0z8A6LRNkcGH/7rU6Ib/yShem3v5dCw+kWF0bWpveFh+gp7eoS3bYjWfUWqaWIDf1JhFBLikYMRCsqydzDDXBpQ/tTG6ag9FC5sn3WJSpBE0obmGxkK6B7TjGb0A32q1XBoPZQns6F7NOP4kXXK96D+qRzkneOa8kqKNRTJ1Nqvxph9k7XnHXG+dUW+Fpc00cjGn85ICxnWikdcE4dsftUidWH7cYvd4zBaSBj/JKX2iWK0PxZ7/5yi8UzK7JsJufs2SV7ROSqGjNyzTWi5zL2ZYY4M4vGY/uEU69Mi+WXZA6Tna8y8vIo/lTH2qUaFBivfOAIzwnypXnDoHksxA83Klw0BTCVQXJZnsn1KUbsGg/Uyxr4hXksRT8aM3h0X9+umRTIeY3VMMld06XbDpu97LP7tu+QaGjIIxhSlt3MU71oUb1sUVkw6h3K4LzaZ+ImJ1xRTVjAmzJVD/2tK71jCcFaqsOYZTfrLLdJihjVUaEOx/uWU7XOy0I/KGmPDw/9KD4D//D/9V+we9ah/ZGIksPtIyvrzZdFjDyy2n8kwG8J0Ld20MFY84nJGWo/R362TRBbLP29w6qUbmIFCP7dL9XZGkoOdZxK6v9Ind9+h/WJAMK5JF+X7mbqa6jWFuepRWk3pHkHePw2b3OMt2sddgaWNFNlCIOAuQ6PeqeK1NKufTItd/VjCE89dk4XjrNAP+/MWUS1lNJPRekTMczurNYrrEW7bYDglzlu3ZVC9naFiRe1TA4oxO8/FuDsmRmCQXzWxBgbZiYF0v5WQhR9m5BsJzp9U8ScAU5PfTlGZVOPhSR9/WtM7BPWvrol+XMPMNz3CekY4Lp1PXNRk+YzCQp/odhn7nofbMogmElDgdA3c6zkKGxlW3yS/KqiNpJqQ5CCZCxn7RIPS5NcM4oM+xZkBm8//7DP1LzNC+Srwe3u//j3gF/+iP6BS0czm5wZsPWlgjTSpJyQ5lMyk7v7GgvAJcsL8GF4cJykIW2T42QE7Z2B2ZlcMIdWEncczOcxfjpg4b2J2LNy2sBv8KXmzN5+NaTzmEh8f0Tkuc7AkLxCi0ZSJ1TG59a+PkLoKPSa6zc8/9imFTZmLhTXI/8oWk89tMJyTeV1mQud0RO8gjL7ao79goF/cxe4ZlJdT0nqMGUgFudwYo30mQT3exdsxGHvfZuKCaJAzC0aHQ1a/JBxnt404urbFkOBPiiSp9GpBKrZCSucln2w2wNu25Mbf9CCTCmpwMpS2/GoJy5cRhwb8mZTRXIr55C5618H0FbmdWEhrtsZtK5y2QVIRZkpcFDDVsX+6zdq3lyhspmydM/HnU8auKEbjBtra46W0XIr3DaJ6SlwU40kwIZWPd88VlvKySTSZ4K3bREVFeTmjtJpRui+VhtM26e43GexTOA1ZKjk9QEN/wSKuiAVZW5rhkYjdG2OYvqJxxpQLamjhNkzcNuSfaeJ0ZDyx/sYCdk/RPC0Lyo2fTzCWc9Q/v0HvUMbUeUUwodAF2Y8kxYzKvZj+kiKuJbQfEvhYHFiYPpQ+dfBamtGxkOKKZvINm/LJFoVVGanEMxG1/6PIpRuLdI5rVKbpHZRdzOwXVnC78ubfeTJl+JNx2qc0pi/FgT2QvcnusTzVKwI4iqqawppB+M44tSsG/qGQ7vEUq2ljdw2C2ZjKbZF+Oj8ok1maf/wHr9A+JbP2ZI8Ln9kwnM8o7uty9uE7qAT8hQR3V5Zo0+9qitdc+vtBDyy8TZPV//kwxVWN9adVtp6C4JERVtsiSWS8WHvDI5pMyAY2KpdQuQn2UDwUKz8Pdk/Rf8Ln8P+0TPxWnagMbltJHkDLoXZNRnr28006x8Friq9g4rzJpT88gdOVsYflS7dT/dRC1yO0pXFf2aZ2yaR91MXbkTFUvBhSeHaH7n6Bww1nFc6yS+Gmg8oUpWVFUJf3dKXoM/6xpvDjAuufNdk6ZzOcUcSlDKMmAPTRjBYscNvB6SrMQLF2fo5oVuiYc//1LZy5IdrS5FoZWT7DaZoYb1aZezMhdSCYSRi7YDF2VaNP9nF3IftakzQnB/9gn2byHdnllT/wiEoKQlPyEXo2g50C2vrLw6w08AOl1IW9gAaAKa31JsDez5P/zkNbqf9YKfWhUurDOBxixJrgTpncthxOmQX5dZEfVW9CMB8zdsHC6UoLrk70yW2LVKzwdpHybYPNOxP4ByJyKzaV6ybxE30KpeBBiIE1lOXh2CM7OD1F+bLD8GSAdT1PfkORLflEFU3jnGY0tce/ru7B40MTq694/e1Twqf4wg5zbwX0vj3D9juzBHMxdl8OWUy5gPQHFaKaxv5OFbetaDxmoPoWLI3oHVBUf5TDyCeYb1UwYth9KKNzxBD3XgyFGy5Wx6R3AOKSjJOUhvplTf1qwvzrMcMvDAT0XkjIv58nG9g88tJ1Ji7IgsNwxZ04dt6hel3MIWYI6UMDiqvibgXob5agnJAUNGHVorBqoELZCWhTAiMsXxE8McBrafyDdUazGc2HZWFjBIr+lweENYXdU0yfT+XC0FC8ZxFOpiL5jBThTCIzVSXdV+6+TbAvovNoTH/RoPFSRPjVDkk9JtdQTF4M4GRfVCrzwmafe00xmlU4HUVh3WDyUAtvxaGwajB+SZMcDPC2TNyWKEaMWJP7Z1VqN1MGR2LmXh+htCBDS3dMyhf2oGJvz1K+I8jR4VKCte3g7RjkNk1Gkzb5Tely7IFBOhmhDE3wmT7D+YzUURxcaNB8OqF9AoJ3xwkmFKW1hPxNl+YjJk7DEjBVSeSsqae5++ECRgSD4xFYsnfINQymPgworspIzl+Kcf/mNsG4uGpNXxGVZVYbVRSmk+FtmqT5jLgirJ72yz69owm7jyXiE3i4iy7H5NYsChuamTcMgokMr2Hg/VGVj1YWRFt+36L78ggVieNycCAhnQqpzXcJj/uU7ouLEQXV64r8h3nS6RBuFogqmu5hyK3YlK9ZmJsug32K3ROC11Wx+BZouqz/8pIgnUcwXJSZ8sQHBs1HNWOXFe3tMmjwp1PMwGD3ZZ+wLlr53JaB09VUrlr0zvlMvOZS/9hg4/44ua9uk9kQTMiC3F52aV8df4AXrp5t4HQUs28OyW9qukdkxOU1FK2bdbY/HxPUxUlc2NDYI6mSaz/0aDxmyOHtao6cXMPd1QRTsrgvjo3QBrz3/lHiyEJVIja/EjN20SC3rRguZKw/Z1G5JS7n3ZMaf9wgu1skrMHOjXGMQDIEkmpC87QmmNAMF/aYJ04mr3nLRMWGcIV+xsf/o0xMpdSs1npDKTUJvAr8FvAnWuvqv/V7drXWf+4c3Jtb0PO/9fdYfDVk9UWX2g3h30b7A0lVSQx0ZJC75xDMphjVCPtmDiOG+NRQDqpbeZKC2NVVKuyP6bEeO+/OEMwkeJsWqStztME+qSazQorTlESe7KCP1go2POqXJVVk96S4OWufQjCuGJzxsd2E7G4R9njBbkvCAEormu5BRTSWolJFfs3APzPCvp4XLrICfzpj4kNF+yQkUxFGx8aIRFveeSpEBybPnLrFR986QXq6j3WxhEplAesvRThbNoVVmbMXlw2xScfykEbVDO2l5O/b+PMp7o6JiqG4Jkk+4RgUV4X+5nTFldZ9NKJ41cHyoXc4Q02EqFUP6+AAdalEktckMKrCQwAAIABJREFUsxH2qgMKpt9LyWzFziMm1VsShjDxvkH3KwOinTxW10AdHBLv5Jh5Eza+INt2u2dQu54xmjIkYKKjGB6IKdy1cdvSglavg/nKDv23J4lLEuCR1hLUSJQryUSEsyFKCacjrtja5zYxvzFO47QgB9BgDg2croFKJFxh4iJEf7tNu1HmSw9/wjt/cIZgQmbTxp5DdXgyQLUcrJFUU+FRH5ouXsPAnxZYktM0BSO7C4NFmbnnNhWD/RljlxTNs6m4ZpekawlO+ZR+nMOMtKgVnu0yWi1h+YrU02SlBKMn+v24qMlviqpocCxi6jWL/qLB6EiIt+wSzMbU37PwpxTV2xk7pxVJOUOVI4of5mROnZdu1Gsq+qdCbC9h5p+7tB6yGC4l5NatPaKkyeIf77D8NyaoX03YOieAMG9H9hiZBdFYyr7vZKw9b5HfVhihLOCHc5rJC5rN57R0gomEQ+iRRfmGRe9YLCheGQNT+sIWW1emsHzZ0zgdWfL9NLEpLmkmP8zo/wc9LDMl+eG4MOPrGXosxrAzsqZLcV+XqdKAlfPzZPt9kp6D0zSJaxmlW+Ko9qczJi5Ixd04C/kNg7Am1D/cVBAHWw6V2/K+Xjq1wb3rM+TWTZKimKLsngQ6VD7w6B5NqVw36R3O0AqOfHPI8pdLWEMpgMxAC3elKDkAL5z9lNt//wRrLxpkuUzOG2+vg/1sk3ajTPWiaO6dPvSXMg6eXiPKTNY/mCVdDMh6NoVlSy7VpkEwnqES6XiNWKBqYUXRO55g9k3SWszK3/ntC//W+Pr/3QH+fzvMvw4MgN8EntdabyqlZoA3tNZH/7w/6y7N6+mv/xbFqw6j2ezBw5xZEqQQF/aSZFyZHVZuSysflSE6NSL/fp7esQS7Y+I25YsdLmSklb0traGZ+55J+6jJoz93jQ/eOYYZKApnmujv1MkcxeDciLTjMHbJpH02ZvItm/YJ4Ul3TmR7FDhNcUUgPvktjdvV7B4zMAMYzaW4MyMcO8G/VmX6vZTOAZnnmiH0DyV4WwK2qtyA1ukMuye63LiY8Rsvv8Hv/ekLANQvadS/v0PnvSnGL6X44wYqhcRTWL4mLgnPe3Qowl11CGdiJn4sc0GA2s0Uvy6mpdGhSJJD5lJqlw0ST2GPpBKJJ2OMnoURChgoySn8cwPikcPM9y2CManY+/v3IP97AQPDfSlm32D6vYztX/WJBw5OKSL34yLdh2K8NZvSsmY4p3A6MpayfFEwOB3wp2DumTWM/7bO7hGP3ecCnFs5gn0RubsiJU09yG9qOselG6ld0zSe0ix8T7P1pClLwvmA8jse+ou7hB8K6S484rP4TZPOQYfOYxFWyxYuzVhM8ZorKNu6j2MnBFeqRPUUIzTI3OxB9ZPmNLqQSErSCU2azyjdsR5EdQ3npAqPxxOKt2zyW5r+gnxv/IVkL2rOwIgFv2tEEI9lkIF2MpyGpCkZCYzdSNg8Z5LOhpQueHv6ex+16lHYEJVL74A8+8WlLtHHNXJnWgyvjFFYhTSnyO1IeEn7FCSVBKdhMX5F+C1xSXjiKlGkMyHOPY/s6ADuFeT/lkA4H2O2LdJ8RvGePLPahOiQz0S9T+PWOHZ/T7deTjECA6ctY40kr3G60rBbPgTjmqSSkL9vk+QF8uQ1ofdYiB7JfDcuCZEv15AzRitF8EKfoO3hNC30wSH1P84znBEzS2FV4U+LwEDZGdaaixmqvcgxkejunknA1Bz+3ZjVLxTIbcveIKooRtMar61wPtMkfmMcf0JjpDK6rZ1t0L4wyfT5lNW/mTD2pkvnuCa3LU7uuKzoHU04dHiTghVx6/sHJU3LybDaFsUVhdPTWKFm87Mab9sk19APJIajQxGlTxxyO5rOsT1sR0ECWzJXnqPpt6UgaZ8wMPeCY6bfC1G/vUPzO/MMzvhkkcnE2zb9fYrwQEChHGC9VuXyP/0v/p0H+F84QlFKFZRSpZ/+GngZ+AQJb/ja3m/7GvDHf9HfZYQK5ZsMjkcPwhWCusafEoCUuTf3jEsZxTUIq4reIUkbqb4qPAt3zCd1NIOjMaW1lPymwfx3DYyBibVjs/ELMZkDF944RjKWgNJ0ewX8acVgMcOy5LBPcorpH1n4E6LQ8KeUpL6EUFhT7D6SMvvZNXafjtj8fCqSpYKWuKldj1reJ3U1ownhRUx+FAMyy82fbVK9BoN9wlqondnBbQuY/49+5wWmf5KhFkb4kwbbt8YJx1PWPyd60/L9iOG8VNCDfRlRWTbU9Se3sIoxO88mhOMZo8MR6z+XklmKw1+8g9WycTryoO+eyggmZdYaV1LsLZuskEqs2mcDkhy4F4s4mzbebkLnpAQsRLWM8m15raKKzH6NGHKNEO+DIlbLpvijAoN9GblVm2AuJi4ozBCGC39maUfvIXQNTetP5rn/ZQ+3q+Xw3tPvOz3oPxSR39L4X+lJlzUf0jqlqH5i0Pm7fVIPvCNdcvmQzomMznpZDCBtKHycY/Nph+hzXfK3ZSFXvG8w922LoK6ZesfA+qBEr1UgmokxIjlojUgqp6XvCXjK2bRpPpWQVhOW/lhUTIP9Cd2zIXE1JSln5O/amAFY/962IILzGrttPkhjSmqi1S2uQuGeLODL120ZScUQTGZsPSHZjMWPPeyRPPfV1z0OPrFC72gqKUm3RanlX6uSmZrejTEpbgKo3E3o7TfoHBWGtlWKicua7SflIDB9gWcdPLuCuely7Pk7mFcloaawplCZonjVQU+FlG9ZDPelhOOCL9Ztl+Ebk9iDPaezqcEWUYARC7vbiJX8XgPCqiapx8x/38CfSTFiWZSHY6ADk/EPZUleXAWUdLWdkxmdxyLCrTzVy7Z4FS4V6R4QtEM8Jiojt6VQgUl9TDDJ+U3ZEUQVjT+pKN60cddsjCQjLmiSnKJzXAo5I4HBgQTj39QfJBR5O4pwPmb46hTagJWvanKFkPaj4oJMnuiLF8AVPO3te1Pc/t5B8puis5//nhyR3ScDdk+IgswciEmn/MoG+qku0++FFK850gmUFFEtJaxnlO+JgEK7UmFHZYVfV0w9vcHwcIQ/l3Dv1+D+lVmSHBz5xz5OMaK/KLzzygcew5UyYeXPOVP/okMXmALeUUpdAt4HvqO1/lPgHwEvKaVuAS/tff7nfmgF3qaJ2bapf2Bi9xTxtND+ajcSJj4OcTtSRRQ3hByYFVLm30hw+5nkU14vYkaK2kWL/qKJ9VwLI5ZFT1JNMayMcFKUDtWPbbEOv58jOuSLQuJeEbMaMfPjPttPawanQiGy3dUU1kV9MFzU1C+a+L87i73qoNyU/JYiGsvoH0mwOhbb787idCXvLvW0IEwfHzH9XsrubhEj1Ux8lOBtmTR3S5ihRmsh6rV+bYj1SYH+klTnaPYA79B8xMXyBeJTvqXIbyvsvqb97jSF83nG37Vw2nLw5G87dJ8Iubo5RW5LWuP8iiV0u0yqEm/TIl0IIIPlX4KxVz2Ckz5uS+Oe7LD8JYt930rpvjTCiARhO3ZNZrZqcUia09z7So7hXPZgMSiSPpnvdc5EDOezBwqO4eM+o6WYnWdEJhgXwVwa0DloMPdWgFmO2X4SvHZG6ROH5jMx0Y0y5dtgr7hMn8+E7/5xTcZgW0WGfQ+3KWaH+KjQ7bJnuiR5jefEzL0xlFBoG4bTJtXrsHtU8Xe+9l2MnoVdjB4EMTu7Bpiajf8sYvSYL6O4kYkKTbaectg9AWPzHVFpGFBb3CU93ad7Kmbn4hRKQ1zNcHoKfyojmQsx+ibDwxHdI/oBoKpyN2HsqsTE5TYNkrmQhR/GlFdS+kuydGw/nBFnJvkVk4lfWWX3uKgr3LYityNIgNI92DmXsvpF8GcS6lc0cVmT/yAPhsbuCUPDa2ncNqy+ug80rPz+AeKyBAwXt1KcXSmQ8pdzDBYypt9WeNtCTqQSMzwZiCv5jmTSlq46EuJtQe9oyuQF+b95LblovBWH7ScMOZjGMuIJCVlRsSIuyjK2dwCC2Rj/QIgzOcJs25hDg87joTwXkaQnmSFYHYvuEcie76ANTe+jOv5MRvtMyvCgaNZBhA4zP465/bcKuG31YFSXeTIeUaF0pEleP8iSLV8WdRQGFO7YTP8vHrkNk/yWxnu9RFhTcklUNTOvWviTGc3PxJghbD4tnHnLTimsKwYHkwdV/cb7s/gjh3u/aEmIiymsJrtjkjly+fkTCm/dxhooWk9HDBag8eYspasO7o7F2HlH7PSTGbd+o4q+VyCYTchvacxAM/aJLH3/Px/gWuu7WutH9n6c/Glwg9a6pbX+nNb68N7P7b/w73IkIaZ2FVrPxOS3NVbTJq6Ji3L7rMvOUwnejkH7qESolK7bpH+vSVCRGLLkYED9kmb3dMLYtRjjj8dY+Tmwhpraxyb2jTy5NQu3Ja2N3VX0D6aM/cjDbRrUrkHpnTy7x4toO2PqB2KWqX3ao/NsgDZF5uT0tQQwZIqJV106JxMKKyZ2xyS/rhi/lJJ7rIXXMEhLKWFdo1ZzrL6s0Kli+3Mxq19A9M99G3ugGasOsIaKghdRWhHJVbo/EHdoKpVN6sr4wYgUtZsR/YMpwdifJXf3vjh8kDRuPrlL5UMXvVKQCrYI+W2pvM1AMXYtJpxIyX2Sk7DZloxf1Ja0j/3tIpUbirUXbOKhjZ4KGexPaZ6yyOox7sUidt8gd6zDwX/li4llz24e1OXSrFz66UxZtO1Z00UlBocObFFaluSbeL2AP5dy51ct7JsS1jGaMhgcTDE7FnZPkd9JURrWXtZMXI7FBfhEl1MnVrDWXNKcZuI9E+e6zIKTT8oU1hXRm+Osv1AgLmf0DyV0j0qHpU34nQ8+h65HFN4poh1R5OS2NSo2WPiHCudajlxTo4sJ5RsmRogQ5D6u43QUk++auN8cY7IyoHjDpnJLdiba1Ey/F2AtDtGZ0PRKV50Hr6PbNAjLJtvPZLTPxVg+FD7xWP6ixe5hk+KyjJe0pdl8Y57RbMbK24vULylOPHOXwdGI3pGU7jHJnbQ7JhOLu4x/aLL5QoY5UlhDTfWqjCDdlsHuIxnDBXl/le9CVFWMXVHYPZPkN5vEJeg9HkhWpqPZ/LyEclgNG9WxKZQDZs77ND6bUFhTTF4I0F5K/ZOUuddg94goO6q3YvwJ2cXEtYTybYl0Q0v3ZQ0lR9TYW2xPvWliNh3itQJjn4Je9Nn/z+HQS3dBi+szPD3E6SrctqL2e0VUrCgtw8IPEuxdk9INm/6JiLgo5rz+go3blKV1OhlRXNOUbptyoe8YjB72QUF4ICD5TFdek5Zm7IrGbWvWn3M4+eUbDOcU3ZOCODYjTTSZsPmFhNpVhbfiiAigmBEvhqjbeZIclKb7RJMJ+sAINNTe9CjdMclmA9zjXTJHDnIjMBhNKdyOJhxPqV/RuKuOaMz3/B4qg/hLHYLZGGuomH89JbelGH/fpPs5n7igaD2eSNDNz/j4K2Wh/IN/9I2vVx5/ClDoTHL8lFY4XYPwsSERFtbAxOkrBscj3G0xliyd2OReKrNPa8cmKguro3Nc3GzVW4r+foP8tqAl44rMy0AxeDRgcanJcLlMdGaI79hMXEoIvrbL2B/m2fxiQn7Zov3rEXHPxe5Kpdc9pgmfGRHFNl5bZBT1awlx3mS4kKG1SbaaJ3jEp/CpK9Fv343waw7ZVEz5Qw+lJb0aJ8O579CN8ySLIUv/ZZ/lVwrkNxUMbDJX/q/aFj5E72hCOhnjbdqoWCRFUU34JsbWHoSrD8atHJ3TkcwWFxOshRHmqoNCZm39JVPms4bMaMPFCKtjoY4M8K57ROMZ6ZEAd8pH3c2TuJI44k9q1Mgk84TjErc8/CmH/uGE4ooimNKivS6CkcnoIHxsSO6WS+bAZ5/6lLXfPUTv8yOsI0PsK3nighheap8IFzoua5EeVjRxLcP0TcIx+T5kloU/nVF/1WU5q5FUBZTv7sqcfHBQOhcF4r483iVCDET56y5JUZ6rxDSoXLbpPCJRfoVVk9E5H3o2uydc7IEimEQu/hF0j2eYvkFwNMRpWPQOaUaz0NUOcU7hz8jMVKUKp2cwMj2MQGSMcVkqwNq5BqXvegzmTaLZBG/FobyckXgK83QPY9mjezwlczWVGxZeW+PPaJyOwdj1iBvVMZyWRX7DoHJbMfPKMuaflOn5RYJx0JPRA038YElcjEJHhOmTDeJrJfINofaZIWRP9sT2nUKWmWS2YvJDYZ1EVajcFUxCupNj+KsDEi3V4O4pAxKD4emYyJAFeOYoGs+naAzSQsbxo+tsDyoYiSK/auLPpZRvm4zmMsy9DFmVmMKuyRsM5zWqY9NfMtHjMbtFG++Gh9GU2fFwn6Z7VBKduidSwrJN4XSLiX+hGEy5PP/iZW7NFOnXDeJqhopMEhfCioHd20NmWFC8bsv3JDLJWh6Ve/Le6S8Z9E/GmEOT7gfjjE4G5O45mLGoheofK4yRxXBOkBZmoEArzJ7kvhZWFdYNj7CqSBOT8YuKzNzj+mzbqOkQ35A0qs8/e4mVGzO4HemEE88g1wAzNCguK3oPJah5n3CthNUz8ZqKzDLYPZNgnumhLpcJ65ryDZPRyZDuH732/z/M6r/7H77x9dIzTz2AE6UeBAvCFcl8m9KRDtaneaKKIDjNELxdzdb6ONqG+hVFUBcmcXzURxdSqpcNmo+KBVY/16H4jsfkFzZodcvkmuJw3HIKRDVNmhgU75s0PpOR3i3SeSjDadjwZA+loPaDnCThjGny6wZ6V0w9mbWH/awaRI8PcO66RGcHLJ3eoHdxgtG8kO+isjgmax9ZZI50AMyGpHdL5BuikfXHFeErmnDoENaUWKbvyLo+11Qkz3eJEwsnHxMoF38uZfbHCf19e3wVW3PguWXW47IoHRZDVMfGmxqR3SwBitEjPtOvQ+eIQToXYs35OHddYZVPaKwVl2BcRlXuPRe15uG1FGFdQD/OriESsNkQd3pEmFpoQ4wRhV/aot8Uy73XMogrmqgi6Et/PqF0x+R2b0ICWcsm5vU8wVRGYd0g2x9AzyG/KeEDACgBPqlU4c+nUIkxDw1J257Y5TdBxSZeW5NrpXsHY4yKTLy2QiUGQ8PG7FjkbzrCr/YV4UM+RlsgY9XrBubQxO1ohhWTxe9nFDc0zceF095+JHvg/ktyism3xQBWviuHtbdhkXiKqfMwmlYUz7ZouQXiqRi7Y2IPDJQGdWjI4FaNznFNNJNAbLD0rZDGY45cPBWDxFa4TSHhBYdDRgsZTsvC7itaX47ItIG7YxLVNKM5TXulKtpsU3jmlY8d4rLM1bWS0RsmpGMxw9UymQu9UwmZUgyXMqxbEqZb2ITk4RFJaGEEBt2HEnF31hWZK6hXP/JwNmxql02yzBIJZWySLAVEnkE4kWG3LeqndhiOXLo3xmQElcHgWIzbsAimNG5bKvLybcVgvxAy1TMd1L08KlNYviL/ao7eAZj+CfSf9ylcswGD/EMd0o0cxXsyt+9HOfwJm8ImNM5PMfGqprdkU7xnUVzTRGUDK1AM98uzl7oQjmvcI330pkdcT/BrJvZQqKOHT60Tn6/QO5Ix9bpF56TMp1GKwT4p/IYHE1RiyKUciSFNWxojNukdTzEChekbKAysn2uRrBYobGriQyFp0yPLZ9wfjGE1bIbzkIzHxBWN1ib5hmTBog3MTReWRui+TXENhjMKp21S/75N5yi4B/v0ixbOlk37R38NYFZKQ/HoLvZA4xztUViH2gWLl//G+2SWptvNM3jMf2BRTXOQa6UyHpiMyUxpO4wY8hdy6JZL+4RJ5mjsnsL5VpXmGU3z2/N4O4roFzrkWhmT+1vk10yql2ysoab+nmh0re7eoaghvlZG/60mYV0z9fA2xfWMYDrF9EXhEdU0/mkf42oR/1hAuprn+icLRId8Sncs5t5IiMqS4bd7HNDgtjX+RpGkIong3ed8ytcsLDOVbM8VedC7j0YMD0f0DmaEt8u4azbqepGkkEExYeVroq32HmsTTqYM/sk80z8Rydfc7zsUVgxyr5bILNGzlj7IsfaCSeU2FC57hCObwYJA6YsrksM3/6OE6g2p1H8a+Dv5E4XXMAiOyIJPrXmMNotYHZOZd1P8ccX2+9Pk1kyoxBhPdEQeV8uIZiOOHt7YMw9pWudiqldFIldcNhgcSNHrOaKaJt9MGbsWYYbSXlYebdI/LBJQ576Lvlghv6XovBDQ2y/dQzCm6M9ZTL20Bqk4IslEEaE8YWv3DyckZalI075NUk0YPTZi9wQUNjPaD+2ZaB6xWfu8XCCdYxpvx5SUpJ6oVHYeAz0d8PivX2L6vZDhnKTZb305wl+IGXw4LkEJA9G9B4dC8huK/NtF0lLKM4/exN628eo+/rhDWM8YnvUpXxL2fLAQU76l0JHBIwfWyExR8JTeylG+ajNaisXQcmKHtLi3bKukEru2lzKkbc3kB3sL1a7CWxZuS25LMfN9C2txiNUxKS1rgllx0Nb+JI89P2SwT4v224PBUkL/oRB/XFFclhFT87QmnJAFpxEp7Ds5tKnl9ekomtfGcTaFR6MSyO1oCnfEfXvw0TURJETgvbJN5YZiOAuD5Qr2QBLXjRiGv96V9Pmygbqdp3lGE1U1/sdj8h56LGHwmM/4JU0wlbF7UtP8XEhvyUWbYL/QZLAgX29uS2NXA/qHUwrrolk3flzB9BVjH1qk4xG9p3ySSsbd9xbRSlFc7NE8rXAbpsQ0jokL2Olr9v2RoJdVxh6YysAcGYwORBTvWEyc3CFzNHEeoh+OC5hvSmG+W0EbULhnkQYm1TsZdl9RP2+j8glpXgxdmcNedQ96Jc/kw9sSqpHB6EBMUBPekP6ogsr9bA4K/FVX4N/4xteLMy+SWYq05UkbuD/j/sUFkkoGoYmzYWP6Ck73CLRN95gmqmfU37MYziui/SHemsXgUEr1UwO3I1LDcFzjTwly1Okr+kdS4raH91ILz0oIr5dI8jD3WpvmGakEnK7CPxhhOhlRapHcKRDPROS+VaFxTjPxgSTKmyNLdK0jC5UJmMYITNymgdmxRc+qLEYPBcS2pK30D4tCRCUKMzSYe2tEr54n14RktQCmSLvsnkFU0ri1AGPThf0j3LsOSV4z/0ZC55BJ5YJL90hGkJmQGvQOQeKa1G5ltI+ZlD+/RW+3RH5bjFHWCDLbIHMUw+MR9XcdMtcg9YQAWVqG4YxUmZU70D+k0Q8P6C3CySfusblZl6+pFnPm2H0aK3X6C3vpPSjcnlSA5vUC/lLE8d/pQlpizS4RlYTbnjngdEzMnsXgSEz9gmRd1j/NCP5uh42ZHMVVQxjZdwuST5jTRNMJpbsG9sstzLcrjE4EmD0LtwtBHQb3y3jbpjDZTamap940aZ2BynWTcEIz8UgDuxCRf61I6NhUT7ZouTm8pkH1pqJ7OsbbkjlqOJ3g7ApeNfXA6RhUb0HuvsWNwRTtzySUrtsEE5qslGE3BHUal6TSdJsGxCbDA5LxOfGBwfV8laycorc84daEBkEFojLMvZGRGrZgaX2L1r0x4nq2p0WXbs8cmqSepj/IUVy2CGsZpfsyTsyd6JDseGQTEc7ZLgNs3B3J7gTF9FObxFeK+IZL6VSLXSuHtjRRTZ5Dc82VqL2phKhoSLpRRRjr8SMj4tTBaxmSnhMqimuyuPQnpfvTR4cY2w760IjiJzaV5ZSgZoozuqSp/4OIxmdyqEwR3yqS2dJtLzy8xY7Oi3v0cEi8ViCaTsiUdBv5LUl9ChcidGpRuWFgdG12zyQYtQizaWN2LbJne7i1gO5Ghf1/OGTjZYO5N2NGdh7r8IC049E7nhJXZRk7XMoYn+1iv16RDNkVUaDFnRxeU6SBYQ3GPjXofM6ncNOi8auSDPTT743dV0RTCYXbe6iI60WiwwH2jo27q7G/0CLayGMPIb8JgwOSL1B9cYeW4WKOLBLLIK0lpKYiHpcKP6qnjF802M7nsfvy/rT6Jv4U2APFzHsBifbQpqL11l8DHvjf/++/8fXcS08S7Q/RiYDsM0uRa8gP0zcEou4oJr7nkloi17F7JsOHIjJloHyTYEbMFMMF0cdiQPmu/B1jNzPaLwUoLyNLDMKVIvEnZcKaJphLaT7tEpckJsp8cpdo5JC2PQqr0n6VbljYI035xR2CIzFRW9I6ChsyD00WQtxVlyNP36dfB1ZyZJ5AgUpXXTCEw5xbl8gqTLEUD+cclJa5ZPfRBHMoxorRQgpuRuXtHHOv9QiNEpkjSoSdr0Sojk1chNKyQWaY5DZNnKN94r7LcEYRjWf0e3lUrHjiq5+wdmdKzEvO3gKlbOAfibGbkgRTvQXDWYPuiRSvaeJ2xPAztG2Kt2w2Ky65q57MuCsZ3fcmyTxZ7mEoorIk9zj7BwSpDSYM5kv0jqfYXZP8liKYlcACtCQrGYGB04fhkqZ2PWPnqEkWG6jYxOkpSqsZYUU4LrXLBt4vbeP/YJJgQuNsS/J77aam82QI0yGZb5PZmrQgLe5wTgwd/rSMhYxaRNGNia/JAdJTNmiDeComKpnYuyYcH8COizU0SR4aUHvf4sArd4h+VKN9UsY6lWcaGO9U6e8Xw0XpusloTkY0KhWn4cTllMQzqV43iE6P6E8Z5O86TJ5XDGclInC4mEIuRXkZsSXIX3soy2AMUc8E0ymFFZO4qMGUMZbbNBjNZLi7kjKUjCdYXkracaGWwMUK9oEBQ8eiftEkLirMN0p0D8slOshc8usmRmjsmW6UYACeHuFdz1FYh1wLSEycjsLPGRQO9eg7Ergw906CP2ESvtyjcCEHWpENbLL9Pumux8KLqzQbY6K+eGxAoi1aL1tYOza5hsJtazJLEoC6u0Uq102CSY1ZC6n+xGE0K+9DvSjRf9qAzJAwknBMOqS4mlGoBATakoXiwCHyxXA2nM7htEx2ziqmLmiqMm79AAAY3klEQVRGOoc/K4jah565Q/9iXc6UnRzBpCaajwmqBpkFEx9n7JzLsEYm5skeWdMjNkwyy5CE+Z5BmhfjVTCpZZm/A84ARrNQvCqhHYNnfLxvlwkm98xf+yGtJdQu2OwOi5IlsCP8mvnvpwznTIzIIHWFBz6agcoNeRaGi7JHMWNFUtLsnti7GIuazvf/GoxQQDbgdPderBd35ZbfSOl/xpcHe83F9A0GM4JAdXZlEWfsOGRl4VUYgUH3XLAHxxJ6X/tcRGktYfOVkLn/08G+maNyzdpTSMgh5eyY2DsW+VXBPA5WyuTuO2g3IzPFwJLmYDRlsH1lCn4gOlwjlBYprcUY2y6LPxhx6+0lgqtVRvsSxq4gTk8gPuwz8+YepH9dEVdSmWc+6uO1NJmjqE72CWZFjkQxYfYHFlFVcfM/LGIP9ANWi3U7R+m+gbY0vWMpuW1xt+kPKnvWcoW2BMhTuQVvXDkmdvIUwrpm+LkB+XWDXCmQQ6Ku6O8z6C9l5NYtUkeTb8QM52TeO5rN2Pc7BnFBzDXF62K2mbgoNu6wBtF8hH8gggsVWeY1LOJKRv2CycRFQf2WbkqCihlBUk2xRnLIksn4Im255O/bhFVN/2hMnN8zj4zHdI9C88Mp+odTSTE/5mNEio3Pp1ibLlornF1ZLlWumqS5jNqnktOo4r2A5R/Vab0xQ+eYpnJXDDWYmvxdh2QiwogVE3+Q56mvXBaOxq0Cm89lXF6dZ/vZjFxDDrrGjQmiqtD4nK4Ylio3FMPDEeExn9y2Yv2VmNGshE+bV4tYbYuJyzHbZw2SsrBnKMeokUWuFDBxKSapJnQfiQgmBTLmdA2MkqS2ZLZkmk5+FKMy0PVIdkENU8KRX6/gNhXZrkNc1gS+gyokdF/wiSdjuodg/IltkpNDSrdN3LYGA6KJhNHxgP6SIv9ugcyF9Isddk+IjC9zwPQN0vM17LZJrqEIqyZhHfTHFToPJWBI66/WchjViM1v7cNraqIS5M4Xya2bGBse+XXZVbVOa3pH5fUfu6Swvyyjh9x7RaKywt6VTmPpd6Xi91qazNOU76cEc4JmLd60CXyHwl0bFRio0KB4w8bZtrAGMkYsrJqYvuSd1i+aWD7cak2QeFC5m2EGivIdRfVDB21oDj67TONxg/yyRVTShPdLFDYy3LZclIV1jUog2+9jD6Sa1ib0ng3YPS6yRRQEE2JQiqqKZDGQjMs1xdj7MjkYvySL0NG0JphOaD7syHhppMg88RzEZU33CPT3SRFiD8BfjOXfmA6JZyJR+fyMj7/SA1ybYoEeu2Rg9w3U6zUyC/oLJtaNPOOXNGdfuEb5tszLD59dpnxXU72ZMf+G2K2VhqyUoEcWmavpnkjwT/kQG2x81iLb8Rj8Jx3KdzW9IynBQkx/f0ZxPUPLnoS4qAmP+3gNU/CTDRN7iCyHJjS9wwnZZMhgQQv8X8sCUgViK771aw5xLZNcxm2LxvMxRqjoH4nJXcrRPiEQq/5+jbctB3v+4xztc3uc4G9WOPT7MYP9CcUrLkFNYfc0i9/LSPKK3I7GHmjCuYjU2avGtk3sgSbJ7XG9NTh9mWXGHZekIHrm4awwk70dhflRifTJHscnt3G6e3rbgVxmcVHyALfPivwt+/wuU+/D7d80SYoZw3nF4FCMkUrYRmZDZmny5YBDv5cyWkyo3FDktiXCrrCVsvPYn8nJps+nYqh520A93MNrKbJcxmghYeyygX80pHQfyBRxaW8s1bMo34b8hqL+oUHxc9tMfdvF7ilIFSqGtOVSf3mDA38UEZcAJ6O0njDzTY/SsszzD//yTfzpDLtv0HpIOjRVicg1NGbTQZvQOmHy9uuniKoQTSaUr1tkiSK/bDFYSml90Se/bhBMJvRPyiHKnrY5f9th8rsucQnyxZC0JEacYDFCm9A5KK7Q/X+YYb5ag56Nt2kShTYbz1pYuxZmLkHPBQyXBBda+ChHPCZJ8HYP7v+iYv4r9zEaLskTfaJqRjSWEdZgcEToeubBAbU3PRb+pUXiWzibUvkCTNT6xAVoPZ4SHfQpX7OhbxNOJsQlsHuQ/qTG0rd8wqf6jE4EGLGitCz4idG0pn1C5IJmCJWrlrgx+8ISUesCUCuuR6Sexh6KHyIZj0ULf6pH6a5BYa5PeCBk3390i8FPJsTz0NT0T4eifpkPWP6Sy/BYyHAerL5B65SB8lK8phQ+xYJwjozAIL9pEI5pscUnoo2PS5r1FyyRJz8dE9Yge7+K04fdo8KByWzh62DC9SsLRFMx2oTxKwK3EjdoiooV7dMisUxCk6SgKN0zKN0Fve0ydkXGdv0DGfl1hfdxnt7JiGxkMfapFF+pIxf91jkJ+4gXQ+aWmgwOCeDOa8H0UovKvZCFE1ty3i0NGb8cMTgaYbcsrGfbGCsex5c2sfs/2y3/Vysj/Iff+PrEkafpH9QPDCpRRZYp1kgwpe7/WGDzeYukAO2NKmlO0TkdE3kO5VuKNK8o3hU0ZFwSByG2pv5jkddF4yna1YwOJrh3XKbf1YxmDIYLshXPzvap/NhlOG6QzESQT3G2bMauJ7TOySJNG7KgKq4qcg0kn7EkN2f5Prgtk7m3IhqfzSCRmLCkpHHapiTDh4rRHJgHBqht9/9q78yC5DqvOv47d+11ujU9mlUjaSRLliU7QnYcW1lIxbEhQBynKFKVB1Nhe0tSLA9UwhOPJEUBxQO8JKRCETDZClLBFZJKsIllSY4tWY620b6MZt96ert9t4+H04VUYCdgx6NIc39VXXPvN9Nze850n/t95zvnf0hyRvsE1gKShkf9gYTY8QnHQ21SWxGSvLB0QPWjG9sh7Afp2lQuQ/UjMwTny7hNaG4zmjHyYIuO75LmVaOhOqkzgfJVaO/Tbu9e3aIjDuF3BggGtVFqWIX+d8+xVi9SmBP6Hp9ltZOnG7h0Szb5KYfUVd1lq6uNgeOiVhRKIpj5HMv7HKyuRf+k3nBSXwg+Widc9fEaQnE6JSpaBA+36Lge9pUcuWVDe9RQuO7Q2J1SHmzi3dckcaCLS//eJdqrBYJdEYnYJAWhtVTUMv01LRZJXd0zCM71sfBOLYeXyGL1PSFx4hOVhcrVhIVzA3RGdCN84ATkP7RAc6aMEZU0CCvaWchfVkngdEdA2vYonXewIs1lzl92dRXUtHDrutTFgLempeGrezSE0o0cctMu/rJgBTYTj15nNiozcshw7VeF7mZD5bRNbsXQ2REjmyL8Kx6R2Aw+5+AvWDQnUqqTkLgOqacZOuFAQnioRrA9ovxCnvb2BGfNRvY0SToOElv4kz6NCUNYttn6bMTio5B4FtHZMisFh6iaIH5K6dW8VoFeFaKSRW5JU1WjasrKXofSsRzls/rebWyH3Io2u65c0N8XFwztrQm1Vy26m4T23i6pDYkvrOyxejFzzRqxGzZWAnHTo3Ymget5ErGZma0RVVMwojnwCMXrQlC0qZzXrvZj34ewbBMXgY7DwMmEtUEX/5UCtVMRjXGL6J4AApuRFw2NbbqnkXjCr3/kEKcubSPsT2G4S3HSob43JckbBo5bLD+sN0q7ZVGctijcsAkGVL7AX+1JekwE2JWQtOHqJvJhh7Vd2hTGbVr0Xdb9tmB3l+IFl6iohUhhVYWn2kPC6KEuc09GdAs2Tls707e3GORwhdSy6LuoTn2x7LGyX6h+qcjiAYvcBZ/6PbbKOzgQWhZpbLM0XaE9bqg/+73bH0JJexkCuXmLtV0xy+/vEk4EdAcT8guG1E+58mktYilOaYmyVwd33qUwZwg2q9xjXNDllt3W9MHxrzms3G9obU0oXXZwXiqTP1KkvSMkLFpEfQmkmn9sftzHwrtSdu6ZxqSCc8Mn8WH+IYf8JU8F7K9p9dXqvpjmVogHI/ouoBWj5wIaO1KW9/jUDrsMnNAMmMKMhbW3QXNHTOuBAH9J6K7m8NZg+IgWvQSrOTYfMxQvuAT9hlqtSWezFl/UTseUL9l0BoSomhL1JQwfSanvFMxfD+KtGdrDWi4dFyD3oyL5OcGt2xSvObRGLArTol3QL+awWxad+zvq8Go6e61ejIiLhs6/DOGPtuhWoPXsMP6yzabjGm7y6rrs64wYqudTvIZqZSS+ljPnFg3JSJfBV3oKa65mfzTmShqmGVD9ieV9UHixRH5OaO+IWH6HAdvAO+uYXEJqhKXJGsklzdxYvNiPv2xROOMTV1I6I9pxJfU0zLJprM7gS8LQj7RM2Ypg3xPniPMG/2yeuACdsYTGmHYBf+KR13CaFnMHDUsnBsnfsJFYNauHjujNyOloAVj+SFEldItQfyAirBia4yoalZ/XGZq/KuSWdbLR2A5DL6dUTwtO3SG6t01YNVokJCpAduMJg5Riai9bBAOw+L4Q60oexBDnYegIzH4gYenhBOkP6QxYGNtobnrNkJt2aY2l5C95hFWhUGsz/vANyt8pYbV7m5wPdCld03Q3I4K7rDK8+QWDPetTOuOz9Rmbxr6Q5o5ES8YLKe0R7VhUPamrw8SD5pM6Ywfg/Ss4TaGxVQi2hoT9CdVTDslvLNEZTbBcDZmBhnj6J2OaO2NyvXBNazwhtyis7nBwOga5r0nxumDVuhg31ee8ahPUhNJVi+V3xpRPeiztVf2UuGAoXxGmPmDhr1jUdyc0tjg4O5sUj+fZdFJYOGCBGBpb9e/95+ffzeYTvYrbqbz2bC2rvEXYp6E+4xkq59WBWqEhKaZYA10GX1bp1/IP88hZjdUXtzRobhHycxaVSRWym380Ye1gB2fa1wwSG6zHl3AaFlGf5r7PHMxhVj3soCdOlcDYs/p8I6o3tLI/wb/hUT3uEXxqhaSU0tzXpTuq9QojP1RN9dI1VQY19hvPwNc3hJIKnW0R7W0xfecdTeJ3UopXbfKLCbk5h03PFvBWhNaYweuFH9jeZnWPobUjgpGA9mhKc4s6VizD1GMWuXmNFfurhu4mjSUOvOiy8DA4TZux5xM6Q4Z0bxPjplw4NwJGegL5hnCXtnjzV3RTKRyOqZx1tLPIWd197tzb5doTOQZe1ZeVeEKnZmk80QP7SB/l8w7UXRp7IqyWTXN7yvJ9tmazrNnI78zTHk+onofOCwOENV22zT5ia9dwH0oXbaqnHBYe1JZaswdtVvYnpJ6W8Ha2RSQ+NPaGxMMhrXu7eKs6w7U7Qu10QuHeVUrH8lixUDsdEVYNU09HuqHiCN25Av6KVm9KrBkd7Z0h+eUU98EVCtNCe9Cisb9L4bU8fQfnNbtmG3hXfKYfS6nvgtrJLn1nHPpfcdjyA5XBDcuC29IUM6djKFxykUgY+k+bznQJCWz6v1iieMPCaQv5qy4mn9Kd6BLsbyORzuaqZwUGupAKA5/L0xi3qE84eNubFO6p8+qRXWw6LXQmQlXpyyXEj68iKbz09wfwV2HP/dcZe2gaR/+9VM7DzAdS/PEm+YWU+m7Nt+4OJCrvet0FdAWSe2SJ5riGRjrDKc1tKrng7ltjYb/dk0M25I8XGDyW0h4WLh/eit3R9nOVozmCAcEJYGioTjQUsenZIk4HGlss+ofrYBkGvqviVjv/5hJGU4QJd3V6AlGGznCKdbjCpctD1HdrJWjxmhbagMZdZz8ZIBMt7FA1N9JRbbJw9UmByMJuWDTe12H4kOiNac7QHjb0nbcxDnQ7rjYuuQLBqare3DogbV3t9p/u0nytRu24RdLWlUoyGFI8mWP6YxHupgBJIRiKMYWE5vYUO4TmmEV8sYT1xBImFUaet6i8lKOxXVPmytcTctWAxu6YYDDFioSho7D6UKgNhacMbt2i70qEdaxMt6oV0uGmRHvRlgzdfqEwbTH3kEfpvEs8oCFN95qPsznQytBI2PYt1VNp3hcS1LT/aPW5HNeeNFQvpPRdiXEb0K2CvFAl9Qxh2VB/JGBtV0J+sM1gbQ1vVShP6SSie7hG8ZpW43J/g+K0TiwlgeZ9XaqfuE5j3KY9ooqiSQ5ysw5uC+q7Upwv1hh6Qchf8CmfcbE6FrMHVf0w7FP9qNJl5w196vpmoXz+L/90ZPS9WKHGpYaPJoTi060aUltTdkiF5p6Q3IxDMJxgRRb2jMYti9vXSM+VKUxb2I+sEic2+XMaoogqBqlEBBMxphLj33DJPzVH/jtForJFcSalvlsYfwbstkuct9j6byndTTbdAYNVjrGWXJXTfCDAv+7T3pLQ3hFjUovWvRHScLR8/HJIe9ih73pMZ9Ci/N551lp54nsC0tBReVTXUBxuMTi6ypLjYbUd4pKhuVBk5AWo77Tw1tCMmlMWiEqexgXd6HQ6mqHS/5pNa3uK3bJxm0J+0ZBYFt6a0N2cUj3mUbxia4l8oku4madD9gzNMb3ST25BmH8sxjgGWfHoblY9a2OBcbQ7khHpbcjoDSleymFFQnMioXzGpTNsaCQeJrEo3RDy71vCO1Siuy9gZZtLUtBlbHtEs4Y6Y4bcvEV7VLMtkpympOVWDOkjTao/yNEZtGnsTDCuSqOGFXDnHfpOuMQ5XWm0R1UcyV2zaH44YOxrKQsPOdjXciSzeQrzqt0S+yrC5NRtkvkc3c2aO+ytWISHKwSTZRoTmj3ifWgR78UySd2nPQRxNcUe7mAVEljxGPulayzaPqbrwEXNQMrNOf+t0tfcFZMs5DBbA4b2LtL/ZZ9gs8Py/ZrHO3DCsPQLULinTtP2sfetkSznyD+Xp7PJInq4hVn2CTanRLMFRp+DhYe06Kv+jn7yS0bTLY/atEeEznhKYdqmcjkhRV8He1okDZ/U1yrK9igUX/HpP2TTGbQIhlJMaFO+LFQuCM3dCcUrDkFJaI0I1XPa5Sb1NFspGEjJXVWF0Molg/8rizhHC6oW6amExeoeC2/VojyVErkOTqApqbEn9B92aY4Ixmi3eVNI8WdUVCwYi7ECi3ApT5pYNCaM9mdFNyAb9xi8s3ncVQtjq5pjc09M9Zh272lu08K95QMQ1RKSUkprC9gtmy3fT0ltDYVEfYb+M4bmFi1/z806OB0hFEcnFbWU1sEAe97DjHah4WBcaG9NwTa0hoXV/Sm5XvV3e2uMFVsUbwgEDtVJoe34eM8XqT8YkRgHf8WQ+kJjd4y/bCMzPs1HA/rG1uj/tkfQ51K/WqG9O0S6FrkVC6urVchOs5fuvE16xUKCt6bZZ8VHl7BOlEhzhu62kPyUw/zR108j/H/Lyb4VRKQBTK7bBX++GQAWb/eL+Dkhs8VNMlvcJLPFTbYZYzb/z8E3npu/PUy+nqbtRkREXs5soWS2uElmi5tktvjprHseeEZGRkbGz4bMgWdkZGTcoay3A/9fQfgNTGaLm2S2uElmi5tktvgprOsmZkZGRkbGz44shJKRkZFxh5I58IyMjIw7lHVz4CLyIRGZFJELIvKZ9bru7UBExkXkP0TkjIicEpHf7433i8j3ROR87+umW57z2Z5tJkXkl2/fq397EBFbRI6LyLd75xvSFiJSFZGvi8jZ3vvj4Aa2xR/2Ph8nReSfRCS3UW3xpjHGvO0PwAYuAjsADzgB7F2Pa9+OBzACPNg7LgPngL3A54HP9MY/A3yud7y3ZxMfmOjZyr7df8fP2CZ/BPwj8O3e+Ya0BfBl4Pd6xx5Q3Yi2AMaAy0C+d/5V4Lc2oi3eymO9ZuDvAi4Y7XAfAs8AT63TtdcdY8yMMeZY77gBnEHfsE+hH2B6Xz/aO34KeMYY0zXGXAYuoDa7KxCRLcCvAV+4ZXjD2UJE+oBfBL4IYIwJjTGrbEBb9HCAvIg4QAGYZuPa4k2xXg58DLh+y/lUb+yuR0S2AweAo8CQMWYG1MkDg70fu9vt81fAHwPpLWMb0RY7gAXgS71w0hdEpMgGtIUx5gbw58A1YAaoG2O+ywa0xVthvRy4vM7YXZ+/KCIl4BvAHxhj1n7Sj77O2F1hHxH5MDBvjHnl//qU1xm7K2yBzjgfBP7WGHMAaKFhgjfirrVFL7b9FBoOGQWKIvL0T3rK64zdFbZ4K6yXA58Cxm8534Iul+5aRMRFnfdXjDHf7A3PichI7/sjwHxv/G62z3uAj4jIFTR09piI/AMb0xZTwJQx5mjv/OuoQ9+ItngcuGyMWTDGRMA3gXezMW3xplkvB/4jYJeITIiIB3wc+NY6XXvdERFB45xnjDF/ccu3vgV8onf8CeBfbxn/uIj4IjIB7AJeWq/X+3ZijPmsMWaLMWY7+n//gTHmaTamLWaB6yJyb2/og8BpNqAt0NDJoyJS6H1ePojuFW1EW7xp1kWN0BgTi8ingH9HM1L+zhhzaj2ufZt4D/CbwI9FpNf+gT8B/gz4qoj8LvoG/hiAMeaUiHwV/TDHwCeNMcn6v+x1ZaPa4tPAV3oTmUvAb6MTqQ1lC2PMURH5OnAM/duOo6XzJTaYLd4KWSl9RkZGxh1KVomZkZGRcYeSOfCMjIyMO5TMgWdkZGTcoWQOPCMjI+MOJXPgGRkZGXcomQPPyMjIuEPJHHhGRkbGHcp/AWx6YAkcC1D/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Now here's the same figure at regular width\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(wide)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "full_width"
    ]
   },
   "source": [
    "## Full-width markdown\n",
    "\n",
    "This is some markdown that should be shown at full width.\n",
    "\n",
    "Here's the Jupyter logo:\n",
    "\n",
    "![](https://raw.githubusercontent.com/adebar/awesome-jupyter/master/logo.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sidebar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": [
     "popout"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb25d4d27f0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## code cell in the sidebar with output\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(wide)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "popout"
    ]
   },
   "source": [
    "Markdown cell with code in sidebar\n",
    "\n",
    "```python\n",
    "a = 2\n",
    "b = 3\n",
    "def aplusb(a, b):\n",
    "    return a+b\n",
    "```\n",
    "and now r\n",
    "\n",
    "```r\n",
    "a <- 2\n",
    "b <- 4\n",
    "a+b\n",
    "```\n",
    "\n",
    "how does it look?\n",
    "\n",
    "Markdown cell with images in sidebar\n",
    "\n",
    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/38/Jupyter_logo.svg/883px-Jupyter_logo.svg.png\" style=\"max-width:200px\" />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# More content after the popouts\n",
    "\n",
    "This is extra content after the popouts to see if cells overlap and such.\n",
    "Also to make sure you can still interact with the popout content.\n",
    "This is extra content after the popouts to see if cells overlap and such.\n",
    "Also to make sure you can still interact with the popout content.\n",
    "\n",
    "```python\n",
    "a = 2\n",
    "```\n",
    "\n",
    "This is extra content after the popouts to see if cells overlap and such.\n",
    "Also to make sure you can still interact with the popout content.\n",
    "This is extra content after the popouts to see if cells overlap and such.\n",
    "Also to make sure you can still interact with the popout content.\n",
    "This is extra content after the popouts to see if cells overlap and such.\n",
    "Also to make sure you can still interact with the popout content."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quotations and epigraphs\n",
    "\n",
    "This last section shows quotations and epigraphs. First off, we'll have a quotation:\n",
    "\n",
    "A quote with no attribution:\n",
    "\n",
    "> Here's my quote, it's pretty neat.\n",
    "> I wonder how many lines I can create with\n",
    "> a single stream-of-consciousness quote.\n",
    "> I could try to add a list of ideas to talk about.\n",
    "> I suppose I could just keep going on forever,\n",
    "> but I'll stop here.\n",
    "\n",
    "A quote with attribution\n",
    "\n",
    "> Here's my quote, it's pretty neat.\n",
    "> I wonder how many lines I can create with\n",
    "> a single stream-of-consciousness quote.\n",
    "> I could try to add a list of ideas to talk about.\n",
    "> I suppose I could just keep going on forever,\n",
    "> but I'll stop here.\n",
    "> \n",
    "> - Jo the Jovyan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "epigraph"
    ]
   },
   "source": [
    "And now here's the same thing with an epigraph!\n",
    "\n",
    "A quote with no attribution:\n",
    "\n",
    "> Here's my quote, it's pretty neat.\n",
    "> I wonder how many lines I can create with\n",
    "> a single stream-of-consciousness quote.\n",
    "> I could try to add a list of ideas to talk about.\n",
    "> I suppose I could just keep going on forever,\n",
    "> but I'll stop here.\n",
    "\n",
    "A quote with attribution\n",
    "\n",
    "> Here's my quote, it's pretty neat.\n",
    "> I wonder how many lines I can create with\n",
    "> a single stream-of-consciousness quote.\n",
    "> I could try to add a list of ideas to talk about.\n",
    "> I suppose I could just keep going on forever,\n",
    "> but I'll stop here.\n",
    "> - Jo the Jovyan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
